[2025-10-11T01:00:02.936802] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-10-11T01:00:03.218116] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-10-11T01:00:03.467699] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-10-11T01:00:03.680009] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-10-11T01:00:03.680518] [WARN ] [STATE     ] State set to: WAITING
[2025-10-11T01:00:03.680637] [INFO ] [STATE     ] Checking TDM service status...
[2025-10-11T01:00:03.695484] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-10-11T01:00:03.702409] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-10), and is a dependency of this service.
[2025-10-11T01:00:03.710366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-11T01:00:03.717150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-11T01:00:03.722762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-11T01:00:03.723123] [WARN ] [STATE     ] State set to: RUNNING
[2025-10-11T01:00:03.723223] [INFO ] [CACHE     ] Starting cache update
[2025-10-11T01:00:03.723271] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-10-11T01:00:03.730685] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-10-11T01:00:03.731281] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-10-11T01:00:03.731345] [INFO ] [CACHE     ] Cache update completed successfully
[2025-10-11T01:00:03.731423] [INFO ] [sig       ] Configuring all active symbols
[2025-10-11T01:00:03.731488] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-10-11T01:00:03.785795] [DEBUG] [REMOTE    ] Fetched 1823 unique symbols from directory listing.
[2025-10-11T01:00:03.789883] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-10-11T01:00:03.789956] [INFO ] [sig       ] Found 1823 active symbols to configure
[2025-10-11T01:00:03.790376] [INFO ] [sig       ] [1/1823] Configuring A...
[2025-10-11T01:00:03.790423] [INFO ] [CONFIGURE ] A: Configurate test run.
[2025-10-11T01:00:03.790460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-10-11T01:00:03.803200] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'A'.
[2025-10-11T01:00:03.805795] [INFO ] [CONFIGURE ] A: Testing with 29 available features
[2025-10-11T01:00:03.805854] [INFO ] [CONFIGURE ] A: Establishing baseline with no features...
[2025-10-11T01:00:04.052438] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:00:04.598774] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:00:17.329318] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:00:30.636116] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:00:38.149803] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:00:51.642355] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:01:04.578806] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:01:18.323339] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:01:32.171109] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:01:45.854503] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:01:45.854748] [INFO ] [CONFIGURE ] A: Baseline score (no features): 50.00%
[2025-10-11T01:01:45.854842] [INFO ] [CONFIGURE ] A: Testing feature 1/29: add_bollinger_bands
[2025-10-11T01:01:45.854902] [INFO ] [CONFIGURE ] A: Testing with features: ['add_bollinger_bands']
[2025-10-11T01:01:57.758886] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:02:09.816827] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:02:21.765380] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:02:34.161442] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:02:37.912215] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:02:50.158695] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:03:03.367402] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:03:11.718959] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:03:24.994717] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:03:38.501285] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:03:38.501482] [INFO ] [CONFIGURE ] A: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-11T01:03:38.501544] [INFO ] [CONFIGURE ] JOB ETA: 1654.2h | Avg: 112.6s/test | Remaining: 52866 tests
[2025-10-11T01:03:38.501586] [INFO ] [CONFIGURE ] A: Testing feature 2/29: add_cumulative_delta
[2025-10-11T01:03:38.501622] [INFO ] [CONFIGURE ] A: Testing with features: ['add_cumulative_delta']
[2025-10-11T01:03:44.951886] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:03:45.129783] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:03:53.029838] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:04:04.996922] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:04:16.882410] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:04:28.985635] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:04:41.440437] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:04:54.326840] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:04:56.524999] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T01:05:09.672416] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:05:09.672682] [INFO ] [CONFIGURE ] A: DISCARDED add_cumulative_delta (score: 0.00%)
[2025-10-11T01:05:09.672747] [INFO ] [CONFIGURE ] JOB ETA: 1496.5h | Avg: 101.9s/test | Remaining: 52865 tests
[2025-10-11T01:05:09.672796] [INFO ] [CONFIGURE ] A: Testing feature 3/29: add_daily_returns
[2025-10-11T01:05:09.672853] [INFO ] [CONFIGURE ] A: Testing with features: ['add_daily_returns']
[2025-10-11T01:05:19.851577] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:05:32.429898] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:05:45.071210] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:05:53.215567] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:06:04.704976] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:06:17.699795] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:06:23.917961] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:06:37.254837] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:06:50.906844] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:07:03.082289] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:07:03.082483] [INFO ] [CONFIGURE ] A: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-11T01:07:03.082544] [INFO ] [CONFIGURE ] JOB ETA: 1552.8h | Avg: 105.7s/test | Remaining: 52864 tests
[2025-10-11T01:07:03.082591] [INFO ] [CONFIGURE ] A: Testing feature 4/29: add_ema
[2025-10-11T01:07:03.082669] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema']
[2025-10-11T01:07:14.629875] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:07:26.635539] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:07:27.015083] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:07:30.486338] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:07:42.317543] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:07:46.042003] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:07:46.443220] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:07:55.409495] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:08:02.094328] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T01:08:02.800688] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:08:02.800928] [INFO ] [CONFIGURE ] A: DISCARDED add_ema (score: 40.00%)
[2025-10-11T01:08:02.801008] [INFO ] [CONFIGURE ] JOB ETA: 1383.8h | Avg: 94.2s/test | Remaining: 52863 tests
[2025-10-11T01:08:02.801095] [INFO ] [CONFIGURE ] A: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T01:08:02.801165] [INFO ] [CONFIGURE ] A: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T01:08:09.569808] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:08:22.000188] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:08:22.394957] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:08:23.364780] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:08:23.790756] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:08:24.292364] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:08:25.051088] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:08:26.387348] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:08:31.777944] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:08:32.622035] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:08:32.622274] [INFO ] [CONFIGURE ] A: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T01:08:32.622341] [INFO ] [CONFIGURE ] JOB ETA: 1194.6h | Avg: 81.4s/test | Remaining: 52862 tests
[2025-10-11T01:08:32.622392] [INFO ] [CONFIGURE ] A: Testing feature 6/29: add_failed_moves
[2025-10-11T01:08:32.622452] [INFO ] [CONFIGURE ] A: Testing with features: ['add_failed_moves']
[2025-10-11T01:08:34.953857] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:08:35.481779] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:08:36.191327] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:08:49.217921] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:09:02.333576] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:09:15.944225] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:09:29.780856] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:09:43.460221] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:09:57.212159] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:10:10.100864] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:10:10.101101] [INFO ] [CONFIGURE ] A: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-11T01:10:10.101164] [INFO ] [CONFIGURE ] JOB ETA: 1234.0h | Avg: 84.0s/test | Remaining: 52861 tests
[2025-10-11T01:10:10.101213] [INFO ] [CONFIGURE ] A: Testing feature 7/29: add_lag_shelf
[2025-10-11T01:10:10.101271] [INFO ] [CONFIGURE ] A: Testing with features: ['add_lag_shelf']
[2025-10-11T01:10:10.735818] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:10:23.497024] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:10:36.222492] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:10:36.621344] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:10:48.950155] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:11:02.523084] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:11:16.198732] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:11:17.313792] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:11:17.871873] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:11:31.582559] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:11:31.582800] [INFO ] [CONFIGURE ] A: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T01:11:31.582865] [INFO ] [CONFIGURE ] JOB ETA: 1228.6h | Avg: 83.7s/test | Remaining: 52860 tests
[2025-10-11T01:11:31.582919] [INFO ] [CONFIGURE ] A: Testing feature 8/29: add_macd
[2025-10-11T01:11:31.582978] [INFO ] [CONFIGURE ] A: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T01:11:42.120558] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:11:53.915252] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:11:55.232907] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:12:07.223904] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:12:14.276298] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:12:26.476473] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:12:39.020190] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:12:45.921007] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:12:58.215230] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:12:58.594586] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:12:58.594820] [INFO ] [CONFIGURE ] A: DISCARDED add_macd (score: 30.00%)
[2025-10-11T01:12:58.594889] [INFO ] [CONFIGURE ] JOB ETA: 1234.7h | Avg: 84.1s/test | Remaining: 52859 tests
[2025-10-11T01:12:58.594940] [INFO ] [CONFIGURE ] A: Testing feature 9/29: add_mfi
[2025-10-11T01:12:58.594997] [INFO ] [CONFIGURE ] A: Testing with features: ['add_mfi']
[2025-10-11T01:13:05.359502] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:13:17.850582] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:13:30.492949] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:13:36.637064] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:13:49.533072] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:14:02.807024] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:14:16.425817] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:14:30.212957] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:14:43.820238] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:14:57.426490] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:14:57.426719] [INFO ] [CONFIGURE ] A: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T01:14:57.426783] [INFO ] [CONFIGURE ] JOB ETA: 1291.4h | Avg: 88.0s/test | Remaining: 52858 tests
[2025-10-11T01:14:57.426821] [INFO ] [CONFIGURE ] A: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T01:14:57.426853] [INFO ] [CONFIGURE ] A: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T01:15:05.859365] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:15:07.008480] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:15:07.367168] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:15:08.037054] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:15:08.900759] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:15:09.256272] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:15:09.644938] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:15:22.923361] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:15:36.339076] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:15:49.076168] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:15:49.076418] [INFO ] [CONFIGURE ] A: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T01:15:49.076485] [INFO ] [CONFIGURE ] JOB ETA: 1238.1h | Avg: 84.3s/test | Remaining: 52857 tests
[2025-10-11T01:15:49.076537] [INFO ] [CONFIGURE ] A: Testing feature 11/29: add_obv_daily
[2025-10-11T01:15:49.076617] [INFO ] [CONFIGURE ] A: Testing with features: ['add_obv_daily']
[2025-10-11T01:15:57.244866] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:15:57.733855] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:15:58.301049] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:15:59.133077] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:16:11.931422] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:16:24.986121] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:16:38.272145] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:16:51.732482] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:16:56.957486] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:17:04.150681] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:17:04.150901] [INFO ] [CONFIGURE ] A: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T01:17:04.150962] [INFO ] [CONFIGURE ] JOB ETA: 1225.7h | Avg: 83.5s/test | Remaining: 52856 tests
[2025-10-11T01:17:04.151000] [INFO ] [CONFIGURE ] A: Testing feature 12/29: add_obv_interval
[2025-10-11T01:17:04.151032] [INFO ] [CONFIGURE ] A: Testing with features: ['add_obv_interval']
[2025-10-11T01:17:07.428867] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:17:15.987479] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:17:27.841784] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:17:40.301778] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:17:52.908144] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:18:06.078137] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:18:19.282482] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:18:32.395791] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:18:45.664985] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:18:59.697521] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:18:59.697774] [INFO ] [CONFIGURE ] A: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T01:18:59.697840] [INFO ] [CONFIGURE ] JOB ETA: 1264.9h | Avg: 86.2s/test | Remaining: 52855 tests
[2025-10-11T01:18:59.697892] [INFO ] [CONFIGURE ] A: Testing feature 13/29: add_opening_strength
[2025-10-11T01:18:59.697950] [INFO ] [CONFIGURE ] A: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T01:19:11.569350] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:19:12.110661] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:19:12.485634] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:19:13.050566] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:19:25.523482] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:19:38.305839] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:19:51.224899] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:20:01.199408] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:20:14.129834] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:20:27.345403] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:20:27.345576] [INFO ] [CONFIGURE ] A: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T01:20:27.345619] [INFO ] [CONFIGURE ] JOB ETA: 1266.6h | Avg: 86.3s/test | Remaining: 52854 tests
[2025-10-11T01:20:27.345685] [INFO ] [CONFIGURE ] A: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T01:20:27.345737] [INFO ] [CONFIGURE ] A: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T01:20:39.205287] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:20:51.137239] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:21:00.513828] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:21:12.603057] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:21:12.845291] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:21:13.027955] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:21:22.124086] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:21:32.466633] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:21:33.624602] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:21:46.696260] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:21:46.696446] [INFO ] [CONFIGURE ] A: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T01:21:46.696509] [INFO ] [CONFIGURE ] JOB ETA: 1259.3h | Avg: 85.8s/test | Remaining: 52853 tests
[2025-10-11T01:21:46.696546] [INFO ] [CONFIGURE ] A: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T01:21:46.696579] [INFO ] [CONFIGURE ] A: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T01:21:46.845466] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:21:47.347571] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:21:47.501031] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:21:48.687743] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:21:49.346181] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:22:02.271139] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:22:05.013283] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:22:18.271481] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:22:31.604283] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:22:37.027151] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:22:37.027327] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T01:22:37.027371] [INFO ] [CONFIGURE ] JOB ETA: 1224.6h | Avg: 83.4s/test | Remaining: 52852 tests
[2025-10-11T01:22:37.027405] [INFO ] [CONFIGURE ] A: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T01:22:37.027442] [INFO ] [CONFIGURE ] A: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T01:22:37.460824] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:22:37.973560] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:22:50.670485] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:23:03.429857] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:23:08.325969] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:23:21.382761] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:23:34.897850] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:23:41.181897] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:23:41.585865] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:23:55.543218] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:23:55.543428] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T01:23:55.543722] [INFO ] [CONFIGURE ] JOB ETA: 1220.1h | Avg: 83.1s/test | Remaining: 52851 tests
[2025-10-11T01:23:55.543790] [INFO ] [CONFIGURE ] A: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T01:23:55.543871] [INFO ] [CONFIGURE ] A: Testing with features: ['add_pbf_return_2d']
[2025-10-11T01:23:56.077822] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:24:08.230048] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:24:08.943349] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:24:21.520207] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:24:34.229204] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:24:35.375914] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:24:35.984447] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:24:36.340231] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:24:41.614348] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:24:55.391018] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:24:55.391261] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-11T01:24:55.391326] [INFO ] [CONFIGURE ] JOB ETA: 1199.9h | Avg: 81.7s/test | Remaining: 52850 tests
[2025-10-11T01:24:55.391379] [INFO ] [CONFIGURE ] A: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T01:24:55.391437] [INFO ] [CONFIGURE ] A: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T01:25:08.243091] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:25:17.449484] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:25:17.992199] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:25:26.355936] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:25:39.379813] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:25:39.547137] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:25:53.141196] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:26:06.693051] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:26:20.538349] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:26:30.742144] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:26:30.742352] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T01:26:30.742416] [INFO ] [CONFIGURE ] JOB ETA: 1211.0h | Avg: 82.5s/test | Remaining: 52849 tests
[2025-10-11T01:26:30.742466] [INFO ] [CONFIGURE ] A: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T01:26:30.742524] [INFO ] [CONFIGURE ] A: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T01:26:42.287830] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:26:52.919481] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:27:05.756849] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:27:05.944419] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:27:19.268107] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:27:32.592971] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:27:46.141711] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:27:52.103777] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:28:05.856406] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:28:19.454022] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:28:19.454272] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T01:28:19.454350] [INFO ] [CONFIGURE ] JOB ETA: 1231.3h | Avg: 83.9s/test | Remaining: 52848 tests
[2025-10-11T01:28:19.454421] [INFO ] [CONFIGURE ] A: Testing feature 20/29: add_price_rejection
[2025-10-11T01:28:19.454479] [INFO ] [CONFIGURE ] A: Testing with features: ['add_price_rejection']
[2025-10-11T01:28:31.609856] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:28:39.311072] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:28:51.531234] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:29:03.890040] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:29:08.659976] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:29:21.334833] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:29:22.480391] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:29:23.077715] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:29:23.669245] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:29:24.733946] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:29:24.734103] [INFO ] [CONFIGURE ] A: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T01:29:24.734164] [INFO ] [CONFIGURE ] JOB ETA: 1217.6h | Avg: 82.9s/test | Remaining: 52847 tests
[2025-10-11T01:29:24.734202] [INFO ] [CONFIGURE ] A: Testing feature 21/29: add_range_position
[2025-10-11T01:29:24.734235] [INFO ] [CONFIGURE ] A: Testing with features: ['add_range_position']
[2025-10-11T01:29:36.454155] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:29:48.599881] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:29:58.892832] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:30:08.300836] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:30:09.324456] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:30:21.783842] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:30:32.497633] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:30:33.056729] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:30:44.692198] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:30:58.364450] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:30:58.364668] [INFO ] [CONFIGURE ] A: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T01:30:58.364735] [INFO ] [CONFIGURE ] JOB ETA: 1225.0h | Avg: 83.5s/test | Remaining: 52846 tests
[2025-10-11T01:30:58.364789] [INFO ] [CONFIGURE ] A: Testing feature 22/29: add_realized_volatility
[2025-10-11T01:30:58.364847] [INFO ] [CONFIGURE ] A: Testing with features: ['add_realized_volatility']
[2025-10-11T01:31:07.398251] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:31:19.115515] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:31:29.935310] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:31:42.658975] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:31:55.248610] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:32:07.891591] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:32:21.030494] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:32:27.675383] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:32:32.859819] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:32:33.437349] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:32:33.437573] [INFO ] [CONFIGURE ] A: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T01:32:33.437636] [INFO ] [CONFIGURE ] JOB ETA: 1232.8h | Avg: 84.0s/test | Remaining: 52845 tests
[2025-10-11T01:32:33.437725] [INFO ] [CONFIGURE ] A: Testing feature 23/29: add_recent_range_context
[2025-10-11T01:32:33.437783] [INFO ] [CONFIGURE ] A: Testing with features: ['add_recent_range_context']
[2025-10-11T01:32:46.206329] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:32:58.876597] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:33:11.739374] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:33:17.421503] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:33:24.675496] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:33:37.913618] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:33:39.031631] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:33:52.479494] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:33:53.315509] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:34:07.026977] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:34:07.027163] [INFO ] [CONFIGURE ] A: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T01:34:07.027225] [INFO ] [CONFIGURE ] JOB ETA: 1238.9h | Avg: 84.4s/test | Remaining: 52844 tests
[2025-10-11T01:34:07.027284] [INFO ] [CONFIGURE ] A: Testing feature 24/29: add_rsi
[2025-10-11T01:34:07.027342] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T01:34:18.711219] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:34:22.348776] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:34:23.558013] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:34:24.451445] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:34:24.699713] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:34:25.664208] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:34:38.315385] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T01:34:39.828464] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:34:40.317660] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T01:34:52.300415] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:34:52.300670] [INFO ] [CONFIGURE ] A: DISCARDED add_rsi (score: 30.00%)
[2025-10-11T01:34:52.300735] [INFO ] [CONFIGURE ] JOB ETA: 1214.9h | Avg: 82.8s/test | Remaining: 52843 tests
[2025-10-11T01:34:52.300786] [INFO ] [CONFIGURE ] A: Testing feature 25/29: add_tick_distribution
[2025-10-11T01:34:52.300845] [INFO ] [CONFIGURE ] A: Testing with features: ['add_tick_distribution']
[2025-10-11T01:34:52.452820] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:35:04.727642] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:35:16.245508] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:35:21.265028] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:35:34.204120] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:35:47.398533] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:36:00.859104] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:36:14.311203] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:36:27.890495] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:36:41.540707] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:36:41.540887] [INFO ] [CONFIGURE ] A: KEPT add_tick_distribution (score: 60.00%)
[2025-10-11T01:36:41.540950] [INFO ] [CONFIGURE ] JOB ETA: 1230.4h | Avg: 83.8s/test | Remaining: 52842 tests
[2025-10-11T01:36:41.540988] [INFO ] [CONFIGURE ] A: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T01:36:41.541020] [INFO ] [CONFIGURE ] A: Testing with features: ['add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-11T01:36:53.573719] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:37:06.148455] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:37:06.572170] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:37:19.440945] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:37:32.249015] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:37:41.163581] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:37:54.501942] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:38:07.926953] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T01:38:21.087926] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:38:34.860578] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:38:34.860798] [INFO ] [CONFIGURE ] A: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T01:38:34.860862] [INFO ] [CONFIGURE ] JOB ETA: 1247.1h | Avg: 85.0s/test | Remaining: 52841 tests
[2025-10-11T01:38:34.860910] [INFO ] [CONFIGURE ] A: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T01:38:34.860967] [INFO ] [CONFIGURE ] A: Testing with features: ['add_tick_distribution', 'add_volume_price_divergence']
[2025-10-11T01:38:37.110100] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:38:49.411458] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:38:49.955248] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:39:02.174181] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:39:03.172177] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:39:03.801053] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:39:04.272371] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:39:17.767847] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:39:31.105859] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:39:42.861916] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:39:42.862120] [INFO ] [CONFIGURE ] A: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T01:39:42.862182] [INFO ] [CONFIGURE ] JOB ETA: 1237.8h | Avg: 84.3s/test | Remaining: 52840 tests
[2025-10-11T01:39:42.862230] [INFO ] [CONFIGURE ] A: Testing feature 28/29: add_volume_profile
[2025-10-11T01:39:42.862286] [INFO ] [CONFIGURE ] A: Testing with features: ['add_tick_distribution', 'add_volume_profile']
[2025-10-11T01:39:54.886854] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:40:07.203782] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:40:19.593093] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:40:23.625287] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:40:35.341867] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:40:35.527274] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:40:43.712468] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:40:56.741393] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:41:10.044583] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:41:23.237719] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:41:23.237929] [INFO ] [CONFIGURE ] A: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T01:41:23.237993] [INFO ] [CONFIGURE ] JOB ETA: 1246.2h | Avg: 84.9s/test | Remaining: 52839 tests
[2025-10-11T01:41:23.238041] [INFO ] [CONFIGURE ] A: Testing feature 29/29: add_vwap
[2025-10-11T01:41:23.238099] [INFO ] [CONFIGURE ] A: Testing with features: ['add_tick_distribution', 'add_vwap']
[2025-10-11T01:41:33.104776] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:41:44.858843] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T01:41:55.815624] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:42:07.830633] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:42:20.151550] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:42:29.025669] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:42:41.604591] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T01:42:54.416379] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:43:07.289819] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T01:43:08.849046] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T01:43:08.849271] [INFO ] [CONFIGURE ] A: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T01:43:08.849340] [INFO ] [CONFIGURE ] JOB ETA: 1256.7h | Avg: 85.6s/test | Remaining: 52838 tests
[2025-10-11T01:43:08.849393] [INFO ] [CONFIGURE ] A: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T01:43:08.849448] [INFO ] [CONFIGURE ] A: Best accuracy: 60.00%
[2025-10-11T01:43:08.849485] [INFO ] [CONFIGURE ] A: Best feature set (1 features): ['add_tick_distribution']
[2025-10-11T01:43:08.849516] [INFO ] [CONFIGURE ] A: Improvement over baseline: 10.00%
[2025-10-11T01:43:08.849545] [INFO ] [CONFIGURE ] A: Total time: 41.4 minutes
[2025-10-11T01:43:08.849573] [INFO ] [CONFIGURE ] A: Average time per feature: 85.6 seconds
[2025-10-11T01:43:08.849602] [INFO ] [CONFIGURE ] A: Average speed: 0.01 features/sec
[2025-10-11T01:43:08.850092] [INFO ] [LOCAL     ] Saved configuration for A: 1 features, 60.00% accuracy -> ./output/feature-sets/A.json
[2025-10-11T01:43:08.850149] [INFO ] [CONFIGURE ] A: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-11T01:43:08.850189] [INFO ] [sig       ] [1/1823] Successfully configured A | 0.00 sym/s | Total: 43.1m | ETA: 1308.3h
[2025-10-11T01:43:08.850222] [INFO ] [sig       ] [2/1823] Configuring AA...
[2025-10-11T01:43:08.850252] [INFO ] [CONFIGURE ] AA: Configurate test run.
[2025-10-11T01:43:08.850303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-10-11T01:43:08.861634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AA'.
[2025-10-11T01:43:08.862045] [INFO ] [CONFIGURE ] AA: Testing with 29 available features
[2025-10-11T01:43:08.862103] [INFO ] [CONFIGURE ] AA: Establishing baseline with no features...
[2025-10-11T01:43:09.623049] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:43:22.538775] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:43:27.693097] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:43:34.232622] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:43:47.683957] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:44:01.231812] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:44:14.668708] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:44:16.288093] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:44:29.767027] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:44:43.347197] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:44:43.347385] [INFO ] [CONFIGURE ] AA: Baseline score (no features): 30.00%
[2025-10-11T01:44:43.347466] [INFO ] [CONFIGURE ] AA: Testing feature 1/29: add_bollinger_bands
[2025-10-11T01:44:43.347529] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands']
[2025-10-11T01:44:55.947733] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:45:08.409563] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:45:20.778300] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:45:33.650847] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T01:45:46.387155] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:45:51.153495] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:46:02.193204] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:46:15.513047] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:46:28.516391] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:46:41.925017] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:46:41.925212] [INFO ] [CONFIGURE ] AA: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-11T01:46:41.925275] [INFO ] [CONFIGURE ] JOB ETA: 1272.8h | Avg: 86.7s/test | Remaining: 52837 tests
[2025-10-11T01:46:41.925314] [INFO ] [CONFIGURE ] AA: Testing feature 2/29: add_cumulative_delta
[2025-10-11T01:46:41.925347] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta']
[2025-10-11T01:46:54.503350] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:47:06.963965] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:47:19.776808] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:47:32.583978] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:47:40.613723] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:47:53.146837] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:47:54.197765] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:47:55.358623] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:48:08.452561] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:48:21.591097] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:48:21.591609] [INFO ] [CONFIGURE ] AA: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-11T01:48:21.591697] [INFO ] [CONFIGURE ] JOB ETA: 1278.9h | Avg: 87.1s/test | Remaining: 52836 tests
[2025-10-11T01:48:21.591747] [INFO ] [CONFIGURE ] AA: Testing feature 3/29: add_daily_returns
[2025-10-11T01:48:21.591802] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T01:48:34.219395] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:48:46.839424] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:48:59.783962] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:49:12.622659] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:49:25.443944] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:49:38.404777] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:49:51.276147] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:50:04.180430] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:50:17.096639] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:50:30.312305] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:50:30.312530] [INFO ] [CONFIGURE ] AA: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T01:50:30.312595] [INFO ] [CONFIGURE ] JOB ETA: 1297.9h | Avg: 88.4s/test | Remaining: 52835 tests
[2025-10-11T01:50:30.312635] [INFO ] [CONFIGURE ] AA: Testing feature 4/29: add_ema
[2025-10-11T01:50:30.312730] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-11T01:50:42.508285] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:50:42.932853] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:50:43.121327] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:50:51.662549] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:50:54.927542] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:51:07.692196] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:51:20.656827] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:51:33.606485] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:51:46.561217] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T01:51:59.000785] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:51:59.001029] [INFO ] [CONFIGURE ] AA: DISCARDED add_ema (score: 20.00%)
[2025-10-11T01:51:59.001095] [INFO ] [CONFIGURE ] JOB ETA: 1298.0h | Avg: 88.4s/test | Remaining: 52834 tests
[2025-10-11T01:51:59.001135] [INFO ] [CONFIGURE ] AA: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T01:51:59.001168] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T01:52:08.523580] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:52:09.506061] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:52:14.964842] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:52:27.133996] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:52:38.143283] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:52:39.452376] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T01:52:51.609322] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T01:52:51.843955] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:53:01.994747] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:53:03.678018] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:53:03.678219] [INFO ] [CONFIGURE ] AA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-11T01:53:03.678290] [INFO ] [CONFIGURE ] JOB ETA: 1287.7h | Avg: 87.7s/test | Remaining: 52833 tests
[2025-10-11T01:53:03.678330] [INFO ] [CONFIGURE ] AA: Testing feature 6/29: add_failed_moves
[2025-10-11T01:53:03.678363] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-11T01:53:04.223520] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:53:16.819767] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:53:29.538348] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:53:42.341613] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:53:47.286597] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:53:59.875230] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:54:10.375393] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:54:11.057859] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:54:11.489467] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:54:24.626300] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:54:24.626452] [INFO ] [CONFIGURE ] AA: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-11T01:54:24.626518] [INFO ] [CONFIGURE ] JOB ETA: 1284.9h | Avg: 87.6s/test | Remaining: 52832 tests
[2025-10-11T01:54:24.626560] [INFO ] [CONFIGURE ] AA: Testing feature 7/29: add_lag_shelf
[2025-10-11T01:54:24.626595] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T01:54:37.436154] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:54:37.891277] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:54:38.403758] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:54:38.987808] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:54:47.084360] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:54:59.752073] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:55:12.835455] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:55:25.919093] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:55:38.793837] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:55:39.052051] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:55:39.052247] [INFO ] [CONFIGURE ] AA: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-11T01:55:39.052323] [INFO ] [CONFIGURE ] JOB ETA: 1279.5h | Avg: 87.2s/test | Remaining: 52831 tests
[2025-10-11T01:55:39.052382] [INFO ] [CONFIGURE ] AA: Testing feature 8/29: add_macd
[2025-10-11T01:55:39.052420] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T01:55:49.950945] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:55:56.474689] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:56:07.732867] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:56:16.365838] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:56:22.582991] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T01:56:34.394257] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:56:45.983482] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:56:57.429895] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:57:09.103691] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:57:12.993329] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:57:12.993545] [INFO ] [CONFIGURE ] AA: DISCARDED add_macd (score: 40.00%)
[2025-10-11T01:57:12.993612] [INFO ] [CONFIGURE ] JOB ETA: 1282.1h | Avg: 87.4s/test | Remaining: 52830 tests
[2025-10-11T01:57:12.996683] [INFO ] [CONFIGURE ] AA: Testing feature 9/29: add_mfi
[2025-10-11T01:57:12.996741] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-11T01:57:13.372846] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T01:57:14.175905] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:57:14.759875] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:57:15.201472] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:57:25.230888] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T01:57:31.493930] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:57:44.412488] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:57:48.238068] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:57:49.556794] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:57:50.048230] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:57:50.048496] [INFO ] [CONFIGURE ] AA: DISCARDED add_mfi (score: 40.00%)
[2025-10-11T01:57:50.048562] [INFO ] [CONFIGURE ] JOB ETA: 1262.7h | Avg: 86.0s/test | Remaining: 52829 tests
[2025-10-11T01:57:50.048602] [INFO ] [CONFIGURE ] AA: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T01:57:50.048636] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T01:58:02.372933] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:58:14.726556] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T01:58:14.983274] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T01:58:15.225522] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T01:58:28.002954] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T01:58:40.911521] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T01:58:53.735429] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T01:59:06.423867] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T01:59:19.105202] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T01:59:31.878498] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T01:59:31.878736] [INFO ] [CONFIGURE ] AA: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T01:59:31.878814] [INFO ] [CONFIGURE ] JOB ETA: 1268.6h | Avg: 86.4s/test | Remaining: 52828 tests
[2025-10-11T01:59:31.878875] [INFO ] [CONFIGURE ] AA: Testing feature 11/29: add_obv_daily
[2025-10-11T01:59:31.878915] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-11T01:59:44.271735] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T01:59:56.678956] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:00:02.711422] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:00:13.766066] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:00:14.984504] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:00:27.687150] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:00:40.580284] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:00:53.820089] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:01:01.069005] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:01:03.701712] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:01:03.701917] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T02:01:03.701981] [INFO ] [CONFIGURE ] JOB ETA: 1270.5h | Avg: 86.6s/test | Remaining: 52827 tests
[2025-10-11T02:01:03.702020] [INFO ] [CONFIGURE ] AA: Testing feature 12/29: add_obv_interval
[2025-10-11T02:01:03.702054] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-11T02:01:16.197323] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:01:22.955284] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:01:35.567011] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:01:47.888056] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:01:48.448386] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:01:49.147401] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:01:49.708923] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:01:50.221855] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:01:51.169408] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:01:51.864066] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:01:51.864270] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-11T02:01:51.864332] [INFO ] [CONFIGURE ] JOB ETA: 1256.8h | Avg: 85.6s/test | Remaining: 52826 tests
[2025-10-11T02:01:51.864372] [INFO ] [CONFIGURE ] AA: Testing feature 13/29: add_opening_strength
[2025-10-11T02:01:51.864405] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T02:01:58.074154] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:02:01.565526] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:02:14.013910] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:02:26.294842] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:02:38.990746] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:02:51.465786] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:03:03.780258] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:03:16.828214] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:03:29.492935] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:03:42.509280] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:03:42.509509] [INFO ] [CONFIGURE ] AA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T02:03:42.509574] [INFO ] [CONFIGURE ] JOB ETA: 1265.5h | Avg: 86.2s/test | Remaining: 52825 tests
[2025-10-11T02:03:42.509615] [INFO ] [CONFIGURE ] AA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T02:03:42.509678] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T02:03:54.736003] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:04:07.049509] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:04:19.695024] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:04:32.154085] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:04:45.048709] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:04:46.562784] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:04:47.270893] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:04:47.750061] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:04:48.261012] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:04:48.591286] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:04:48.591468] [INFO ] [CONFIGURE ] AA: KEPT add_order_flow_imbalance (score: 50.00%)
[2025-10-11T02:04:48.591530] [INFO ] [CONFIGURE ] JOB ETA: 1258.6h | Avg: 85.8s/test | Remaining: 52824 tests
[2025-10-11T02:04:48.591569] [INFO ] [CONFIGURE ] AA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T02:04:48.591605] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-11T02:04:51.723946] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:05:03.991812] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:05:16.338188] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:05:28.982223] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:05:35.269964] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:05:48.021088] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:06:00.534147] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:06:13.625775] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:06:26.527150] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:06:39.716800] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:06:39.717035] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T02:06:39.717103] [INFO ] [CONFIGURE ] JOB ETA: 1267.0h | Avg: 86.3s/test | Remaining: 52823 tests
[2025-10-11T02:06:39.717142] [INFO ] [CONFIGURE ] AA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T02:06:39.717175] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-11T02:06:51.729715] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:06:56.998508] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:06:57.501615] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:07:09.637377] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:07:22.246296] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:07:34.795855] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:07:35.542393] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:07:36.518589] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:07:37.148425] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:07:37.765061] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:07:37.765304] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T02:07:37.765371] [INFO ] [CONFIGURE ] JOB ETA: 1257.8h | Avg: 85.7s/test | Remaining: 52822 tests
[2025-10-11T02:07:37.765412] [INFO ] [CONFIGURE ] AA: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T02:07:37.765446] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-11T02:07:38.409012] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:07:41.147499] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:07:48.907126] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:08:01.306338] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:08:07.210306] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:08:08.284672] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:08:08.829611] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:08:16.187990] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:08:20.676948] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:08:21.135884] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:08:21.136083] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T02:08:21.136130] [INFO ] [CONFIGURE ] JOB ETA: 1244.2h | Avg: 84.8s/test | Remaining: 52821 tests
[2025-10-11T02:08:21.136168] [INFO ] [CONFIGURE ] AA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T02:08:21.136203] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-11T02:08:21.743119] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:08:22.953790] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:08:30.667597] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:08:39.448474] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:08:51.810393] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:08:54.684669] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:08:55.366201] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:08:55.792838] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:08:56.368522] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:08:56.873989] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:08:56.874177] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-11T02:08:56.874240] [INFO ] [CONFIGURE ] JOB ETA: 1228.9h | Avg: 83.8s/test | Remaining: 52820 tests
[2025-10-11T02:08:56.874280] [INFO ] [CONFIGURE ] AA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T02:08:56.874314] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-11T02:08:57.859444] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:09:07.996575] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:09:20.664178] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:09:33.260591] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:09:43.056492] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:09:55.766455] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:09:56.310629] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:10:09.434636] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:10:22.335337] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:10:35.328916] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:10:35.329144] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T02:10:35.329209] [INFO ] [CONFIGURE ] JOB ETA: 1233.4h | Avg: 84.1s/test | Remaining: 52819 tests
[2025-10-11T02:10:35.329249] [INFO ] [CONFIGURE ] AA: Testing feature 20/29: add_price_rejection
[2025-10-11T02:10:35.329282] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-11T02:10:47.783755] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:10:49.032597] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:10:49.940535] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:10:50.465118] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:11:03.119032] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:11:09.391356] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:11:21.752484] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T02:11:34.904111] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:11:47.963037] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:12:00.946965] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:12:00.947155] [INFO ] [CONFIGURE ] AA: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T02:12:00.947218] [INFO ] [CONFIGURE ] JOB ETA: 1233.8h | Avg: 84.1s/test | Remaining: 52818 tests
[2025-10-11T02:12:00.947259] [INFO ] [CONFIGURE ] AA: Testing feature 21/29: add_range_position
[2025-10-11T02:12:00.947292] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-11T02:12:13.134007] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:12:14.021853] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:12:26.177107] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:12:26.811209] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:12:39.279714] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:12:46.806444] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:12:47.430010] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T02:12:48.071114] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:12:48.927408] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:12:49.431169] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:12:49.431354] [INFO ] [CONFIGURE ] AA: DISCARDED add_range_position (score: 30.00%)
[2025-10-11T02:12:49.431479] [INFO ] [CONFIGURE ] JOB ETA: 1223.3h | Avg: 83.4s/test | Remaining: 52817 tests
[2025-10-11T02:12:49.431523] [INFO ] [CONFIGURE ] AA: Testing feature 22/29: add_realized_volatility
[2025-10-11T02:12:49.431557] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-11T02:13:01.428152] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:13:09.666339] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:13:11.542796] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:13:11.952419] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:13:12.599040] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T02:13:25.174573] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:13:37.938242] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:13:44.127491] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:13:49.959792] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:14:02.855721] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:14:02.855941] [INFO ] [CONFIGURE ] AA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-11T02:14:02.856025] [INFO ] [CONFIGURE ] JOB ETA: 1220.4h | Avg: 83.2s/test | Remaining: 52816 tests
[2025-10-11T02:14:02.856066] [INFO ] [CONFIGURE ] AA: Testing feature 23/29: add_recent_range_context
[2025-10-11T02:14:02.856100] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-11T02:14:03.150095] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:14:03.761622] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:14:16.251235] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:14:28.694793] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:14:41.390420] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:14:54.028545] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:14:55.366797] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T02:14:56.040737] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:14:56.529960] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:14:57.137689] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:14:57.137890] [INFO ] [CONFIGURE ] AA: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-11T02:14:57.137952] [INFO ] [CONFIGURE ] JOB ETA: 1212.3h | Avg: 82.6s/test | Remaining: 52815 tests
[2025-10-11T02:14:57.137992] [INFO ] [CONFIGURE ] AA: Testing feature 24/29: add_rsi
[2025-10-11T02:14:57.138026] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-11T02:14:57.949079] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:14:59.078349] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:15:11.101292] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:15:22.929804] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:15:31.709763] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:15:34.680400] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:15:35.338829] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T02:15:35.811466] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:15:36.474386] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:15:48.835734] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:15:48.835938] [INFO ] [CONFIGURE ] AA: DISCARDED add_rsi (score: 30.00%)
[2025-10-11T02:15:48.836000] [INFO ] [CONFIGURE ] JOB ETA: 1203.7h | Avg: 82.0s/test | Remaining: 52814 tests
[2025-10-11T02:15:48.836040] [INFO ] [CONFIGURE ] AA: Testing feature 25/29: add_tick_distribution
[2025-10-11T02:15:48.836073] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-11T02:15:49.193454] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:15:49.865354] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:15:50.338404] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:15:51.614861] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:15:52.588492] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:15:53.094094] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:15:53.630980] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T02:16:06.546934] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:16:19.357807] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:16:32.364328] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:16:32.364533] [INFO ] [CONFIGURE ] AA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T02:16:32.364595] [INFO ] [CONFIGURE ] JOB ETA: 1193.2h | Avg: 81.3s/test | Remaining: 52813 tests
[2025-10-11T02:16:32.364634] [INFO ] [CONFIGURE ] AA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T02:16:32.364730] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-11T02:16:44.566024] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:16:56.560835] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:17:05.583711] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:17:17.705974] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:17:30.153243] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:17:42.657740] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:17:55.056397] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T02:18:07.344290] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:18:09.921029] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:18:10.421024] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:18:10.421239] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T02:18:10.421303] [INFO ] [CONFIGURE ] JOB ETA: 1197.6h | Avg: 81.6s/test | Remaining: 52812 tests
[2025-10-11T02:18:10.421342] [INFO ] [CONFIGURE ] AA: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T02:18:10.421376] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-11T02:18:21.797952] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:18:33.385383] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:18:34.227383] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:18:35.119013] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:18:46.790717] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:18:47.919468] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:18:48.914010] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:19:01.350507] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:19:13.732680] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:19:25.955872] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:19:25.956075] [INFO ] [CONFIGURE ] AA: KEPT add_volume_price_divergence (score: 60.00%)
[2025-10-11T02:19:25.956141] [INFO ] [CONFIGURE ] JOB ETA: 1196.0h | Avg: 81.5s/test | Remaining: 52811 tests
[2025-10-11T02:19:25.956220] [INFO ] [CONFIGURE ] AA: Testing feature 28/29: add_volume_profile
[2025-10-11T02:19:25.956275] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-11T02:19:27.010230] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:19:32.985146] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T02:19:33.817712] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:19:34.614357] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:19:45.520907] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:19:57.455510] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:19:57.969557] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:19:58.472140] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:20:10.293143] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T02:20:19.197360] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:20:19.197602] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T02:20:19.197695] [INFO ] [CONFIGURE ] JOB ETA: 1188.7h | Avg: 81.0s/test | Remaining: 52810 tests
[2025-10-11T02:20:19.197774] [INFO ] [CONFIGURE ] AA: Testing feature 29/29: add_vwap
[2025-10-11T02:20:19.197863] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence', 'add_vwap']
[2025-10-11T02:20:30.563200] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:20:42.146463] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T02:20:51.212015] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T02:20:52.739000] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:20:53.288598] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T02:21:04.944852] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:21:14.362108] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T02:21:22.402910] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T02:21:23.145215] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T02:21:32.326959] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:21:32.327861] [INFO ] [CONFIGURE ] AA: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T02:21:32.327925] [INFO ] [CONFIGURE ] JOB ETA: 1186.7h | Avg: 80.9s/test | Remaining: 52809 tests
[2025-10-11T02:21:32.327966] [INFO ] [CONFIGURE ] AA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T02:21:32.327999] [INFO ] [CONFIGURE ] AA: Best accuracy: 60.00%
[2025-10-11T02:21:32.328051] [INFO ] [CONFIGURE ] AA: Best feature set (3 features): ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-11T02:21:32.328107] [INFO ] [CONFIGURE ] AA: Improvement over baseline: 30.00%
[2025-10-11T02:21:32.328139] [INFO ] [CONFIGURE ] AA: Total time: 36.8 minutes
[2025-10-11T02:21:32.328167] [INFO ] [CONFIGURE ] AA: Average time per feature: 76.2 seconds
[2025-10-11T02:21:32.328196] [INFO ] [CONFIGURE ] AA: Average speed: 0.01 features/sec
[2025-10-11T02:21:32.329579] [INFO ] [LOCAL     ] Saved configuration for AA: 3 features, 60.00% accuracy -> ./output/feature-sets/AA.json
[2025-10-11T02:21:32.329638] [INFO ] [CONFIGURE ] AA: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-11T02:21:32.329746] [INFO ] [sig       ] [2/1823] Successfully configured AA | 0.00 sym/s | Total: 1.4h | ETA: 1236.4h
[2025-10-11T02:21:32.329798] [INFO ] [sig       ] [3/1823] Configuring AAP...
[2025-10-11T02:21:32.329834] [INFO ] [CONFIGURE ] AAP: Configurate test run.
[2025-10-11T02:21:32.329879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-10-11T02:21:32.345240] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AAP'.
[2025-10-11T02:21:32.345670] [INFO ] [CONFIGURE ] AAP: Testing with 29 available features
[2025-10-11T02:21:32.345985] [INFO ] [CONFIGURE ] AAP: Establishing baseline with no features...
[2025-10-11T02:21:45.650695] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:21:47.171635] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:22:00.743855] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:22:13.993464] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:22:27.019181] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:22:40.331112] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:22:53.665415] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:23:04.998561] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:23:05.143955] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:23:05.541014] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:23:05.541188] [INFO ] [CONFIGURE ] AAP: Baseline score (no features): 40.00%
[2025-10-11T02:23:05.541271] [INFO ] [CONFIGURE ] AAP: Testing feature 1/29: add_bollinger_bands
[2025-10-11T02:23:05.541331] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands']
[2025-10-11T02:23:18.208876] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:23:26.248056] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:23:26.514147] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:23:29.909816] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:23:30.069832] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:23:30.377977] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:23:43.360096] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:23:47.333236] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:24:00.521165] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:24:12.453422] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:24:12.453665] [INFO ] [CONFIGURE ] AAP: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-11T02:24:12.453745] [INFO ] [CONFIGURE ] JOB ETA: 1183.2h | Avg: 80.7s/test | Remaining: 52808 tests
[2025-10-11T02:24:12.453822] [INFO ] [CONFIGURE ] AAP: Testing feature 2/29: add_cumulative_delta
[2025-10-11T02:24:12.453883] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T02:24:18.251003] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:24:26.512087] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:24:36.797276] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:24:45.700425] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:24:58.006721] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:25:10.284723] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:25:22.605217] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:25:34.927482] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:25:47.685436] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:25:47.873146] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:25:47.873371] [INFO ] [CONFIGURE ] AAP: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T02:25:47.873438] [INFO ] [CONFIGURE ] JOB ETA: 1186.8h | Avg: 80.9s/test | Remaining: 52807 tests
[2025-10-11T02:25:47.873476] [INFO ] [CONFIGURE ] AAP: Testing feature 3/29: add_daily_returns
[2025-10-11T02:25:47.873509] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T02:25:59.935858] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:26:06.214354] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:26:13.745217] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:26:25.943934] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:26:38.057673] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:26:45.064955] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:26:57.340770] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:27:09.977780] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:27:22.414694] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:27:34.725399] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:27:34.725565] [INFO ] [CONFIGURE ] AAP: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T02:27:34.725628] [INFO ] [CONFIGURE ] JOB ETA: 1193.0h | Avg: 81.3s/test | Remaining: 52806 tests
[2025-10-11T02:27:34.725701] [INFO ] [CONFIGURE ] AAP: Testing feature 4/29: add_ema
[2025-10-11T02:27:34.725746] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T02:27:46.923259] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:27:59.480751] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:28:11.942148] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:28:12.175991] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:28:12.389994] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:28:24.663571] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:28:37.217838] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:28:50.000577] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:28:59.159301] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:29:11.875940] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:29:11.876131] [INFO ] [CONFIGURE ] AAP: KEPT add_ema (score: 70.00%)
[2025-10-11T02:29:11.876213] [INFO ] [CONFIGURE ] JOB ETA: 1196.7h | Avg: 81.6s/test | Remaining: 52805 tests
[2025-10-11T02:29:11.876252] [INFO ] [CONFIGURE ] AAP: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T02:29:11.876284] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T02:29:24.119323] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:29:34.159553] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:29:35.761317] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:29:36.761108] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:29:49.229966] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:29:58.968440] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:30:01.719209] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:30:02.304323] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:30:14.685733] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:30:26.665560] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:30:26.665800] [INFO ] [CONFIGURE ] AAP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T02:30:26.665873] [INFO ] [CONFIGURE ] JOB ETA: 1195.1h | Avg: 81.5s/test | Remaining: 52804 tests
[2025-10-11T02:30:26.665934] [INFO ] [CONFIGURE ] AAP: Testing feature 6/29: add_failed_moves
[2025-10-11T02:30:26.665972] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-11T02:30:38.830230] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:30:51.106195] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:30:58.599566] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:31:10.663630] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:31:21.800952] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:31:22.956429] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:31:35.306919] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:31:36.879053] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:31:44.300840] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:31:56.969462] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:31:56.969634] [INFO ] [CONFIGURE ] AAP: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T02:31:56.969740] [INFO ] [CONFIGURE ] JOB ETA: 1197.1h | Avg: 81.6s/test | Remaining: 52803 tests
[2025-10-11T02:31:56.969782] [INFO ] [CONFIGURE ] AAP: Testing feature 7/29: add_lag_shelf
[2025-10-11T02:31:56.969817] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-11T02:31:57.750891] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:32:09.817770] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:32:21.843003] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:32:33.698857] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:32:45.732167] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:32:57.865875] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:33:07.294567] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:33:19.771242] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:33:32.490153] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:33:42.426942] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:33:42.427162] [INFO ] [CONFIGURE ] AAP: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T02:33:42.427224] [INFO ] [CONFIGURE ] JOB ETA: 1202.5h | Avg: 82.0s/test | Remaining: 52802 tests
[2025-10-11T02:33:42.427263] [INFO ] [CONFIGURE ] AAP: Testing feature 8/29: add_macd
[2025-10-11T02:33:42.427296] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-11T02:33:42.886070] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:33:50.424368] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:34:02.131261] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:34:13.612306] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:34:25.361758] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:34:37.202216] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:34:43.483284] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:34:47.038625] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:34:47.459590] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:34:48.905249] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:34:48.905443] [INFO ] [CONFIGURE ] AAP: DISCARDED add_macd (score: 50.00%)
[2025-10-11T02:34:48.905490] [INFO ] [CONFIGURE ] JOB ETA: 1199.0h | Avg: 81.7s/test | Remaining: 52801 tests
[2025-10-11T02:34:48.905524] [INFO ] [CONFIGURE ] AAP: Testing feature 9/29: add_mfi
[2025-10-11T02:34:48.905557] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-11T02:35:01.377825] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:35:01.691524] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:35:02.009618] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:35:03.418159] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:35:03.909010] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:35:16.271972] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:35:28.648374] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:35:38.668791] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:35:41.410029] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:35:42.123863] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:35:42.124081] [INFO ] [CONFIGURE ] AAP: KEPT add_mfi (score: 80.00%)
[2025-10-11T02:35:42.124146] [INFO ] [CONFIGURE ] JOB ETA: 1192.7h | Avg: 81.3s/test | Remaining: 52800 tests
[2025-10-11T02:35:42.124187] [INFO ] [CONFIGURE ] AAP: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T02:35:42.124222] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T02:35:42.789446] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:35:43.125755] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:35:43.961195] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:35:56.097015] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:36:08.033211] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T02:36:19.999406] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:36:32.361200] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:36:44.490258] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:36:56.125226] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:36:56.356012] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:36:56.356189] [INFO ] [CONFIGURE ] AAP: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T02:36:56.356251] [INFO ] [CONFIGURE ] JOB ETA: 1191.2h | Avg: 81.2s/test | Remaining: 52799 tests
[2025-10-11T02:36:56.356301] [INFO ] [CONFIGURE ] AAP: Testing feature 11/29: add_obv_daily
[2025-10-11T02:36:56.356358] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily']
[2025-10-11T02:37:02.546751] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:37:14.528164] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:37:26.474449] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:37:38.295055] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:37:50.182737] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:38:02.171274] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:38:14.305464] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:38:26.318573] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:38:33.888517] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:38:45.895291] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:38:45.895507] [INFO ] [CONFIGURE ] AAP: KEPT add_obv_daily (score: 90.00%)
[2025-10-11T02:38:45.895570] [INFO ] [CONFIGURE ] JOB ETA: 1197.2h | Avg: 81.6s/test | Remaining: 52798 tests
[2025-10-11T02:38:45.895621] [INFO ] [CONFIGURE ] AAP: Testing feature 12/29: add_obv_interval
[2025-10-11T02:38:45.895704] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_obv_interval']
[2025-10-11T02:38:50.878175] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:39:02.455128] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:39:13.549453] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:39:14.223130] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:39:26.010378] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:39:37.909920] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T02:39:49.680437] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:40:01.712862] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:40:05.572198] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:40:17.542308] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:40:17.542539] [INFO ] [CONFIGURE ] AAP: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T02:40:17.542601] [INFO ] [CONFIGURE ] JOB ETA: 1199.2h | Avg: 81.8s/test | Remaining: 52797 tests
[2025-10-11T02:40:17.542661] [INFO ] [CONFIGURE ] AAP: Testing feature 13/29: add_opening_strength
[2025-10-11T02:40:17.542719] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T02:40:28.771163] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:40:40.080145] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:40:41.310894] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:40:52.535340] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:41:02.565172] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:41:13.682909] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:41:25.081436] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:41:26.277722] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:41:37.526307] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:41:49.011140] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:41:49.011374] [INFO ] [CONFIGURE ] AAP: KEPT add_opening_strength (score: 100.00%)
[2025-10-11T02:41:49.011439] [INFO ] [CONFIGURE ] JOB ETA: 1201.2h | Avg: 81.9s/test | Remaining: 52796 tests
[2025-10-11T02:41:49.011490] [INFO ] [CONFIGURE ] AAP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T02:41:49.011572] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-11T02:42:00.406788] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:42:11.743443] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:42:23.269815] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:42:34.606390] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:42:45.906742] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:42:51.394618] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:43:02.868027] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:43:14.266204] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:43:14.795905] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:43:18.347562] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:43:18.347802] [INFO ] [CONFIGURE ] AAP: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T02:43:18.347868] [INFO ] [CONFIGURE ] JOB ETA: 1202.7h | Avg: 82.0s/test | Remaining: 52795 tests
[2025-10-11T02:43:18.348014] [INFO ] [CONFIGURE ] AAP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T02:43:18.348058] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-11T02:43:23.926251] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:43:35.278511] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:43:46.691209] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:43:57.981494] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:44:09.177919] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:44:20.490543] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:44:31.885819] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:44:43.209767] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:44:54.309438] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:45:05.602608] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:45:05.602816] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T02:45:05.602881] [INFO ] [CONFIGURE ] JOB ETA: 1207.8h | Avg: 82.4s/test | Remaining: 52794 tests
[2025-10-11T02:45:05.602921] [INFO ] [CONFIGURE ] AAP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T02:45:05.602955] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-11T02:45:16.989513] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:45:28.215021] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:45:39.351504] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:45:50.835818] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:45:51.835092] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:45:52.489145] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:45:53.429807] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:45:59.200816] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:46:10.431077] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:46:21.775795] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:46:21.775997] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T02:46:21.776062] [INFO ] [CONFIGURE ] JOB ETA: 1206.5h | Avg: 82.3s/test | Remaining: 52793 tests
[2025-10-11T02:46:21.776103] [INFO ] [CONFIGURE ] AAP: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T02:46:21.776139] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-11T02:46:22.117745] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:46:33.544770] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:46:44.902513] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:46:45.510743] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:46:56.870865] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:47:08.607798] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:47:20.284564] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:47:31.799843] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:47:32.480502] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:47:36.206204] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T02:47:36.206422] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T02:47:36.206487] [INFO ] [CONFIGURE ] JOB ETA: 1205.0h | Avg: 82.2s/test | Remaining: 52792 tests
[2025-10-11T02:47:36.206528] [INFO ] [CONFIGURE ] AAP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T02:47:36.206565] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-11T02:47:36.507145] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:47:38.266253] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:47:38.955617] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:47:47.850386] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:47:58.893982] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:48:09.927815] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:48:19.287904] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:48:23.337226] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:48:34.420418] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:48:45.668135] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:48:45.668391] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T02:48:45.668471] [INFO ] [CONFIGURE ] JOB ETA: 1202.5h | Avg: 82.0s/test | Remaining: 52791 tests
[2025-10-11T02:48:45.668526] [INFO ] [CONFIGURE ] AAP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T02:48:45.668563] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-11T02:48:56.931548] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:49:08.173546] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:49:17.610416] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:49:28.921098] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:49:40.389624] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:49:51.677030] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:50:02.975524] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:50:14.268583] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:50:25.727489] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:50:26.311360] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:50:26.311581] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T02:50:26.311666] [INFO ] [CONFIGURE ] JOB ETA: 1206.0h | Avg: 82.2s/test | Remaining: 52790 tests
[2025-10-11T02:50:26.311727] [INFO ] [CONFIGURE ] AAP: Testing feature 20/29: add_price_rejection
[2025-10-11T02:50:26.311785] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-11T02:50:27.290591] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:50:27.829397] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:50:39.215367] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:50:40.487797] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:50:51.846209] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:50:52.435873] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:50:53.895396] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:50:54.340731] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:50:54.855372] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:51:06.179712] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:51:06.179940] [INFO ] [CONFIGURE ] AAP: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-11T02:51:06.180005] [INFO ] [CONFIGURE ] JOB ETA: 1198.0h | Avg: 81.7s/test | Remaining: 52789 tests
[2025-10-11T02:51:06.180044] [INFO ] [CONFIGURE ] AAP: Testing feature 21/29: add_range_position
[2025-10-11T02:51:06.180099] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-11T02:51:17.019942] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:51:28.311364] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:51:31.841763] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:51:43.058519] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:51:43.786457] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:51:45.361891] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:51:46.496400] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:51:57.876533] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:52:09.344146] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:52:20.816515] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:52:20.816737] [INFO ] [CONFIGURE ] AAP: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T02:52:20.816805] [INFO ] [CONFIGURE ] JOB ETA: 1196.7h | Avg: 81.6s/test | Remaining: 52788 tests
[2025-10-11T02:52:20.816844] [INFO ] [CONFIGURE ] AAP: Testing feature 22/29: add_realized_volatility
[2025-10-11T02:52:20.816877] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-11T02:52:24.263612] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:52:25.882224] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:52:37.039244] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:52:48.386678] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:52:59.803546] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:53:02.486224] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:53:03.009819] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T02:53:03.865737] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:53:04.474897] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:53:04.739925] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:53:04.740107] [INFO ] [CONFIGURE ] AAP: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T02:53:04.740168] [INFO ] [CONFIGURE ] JOB ETA: 1189.8h | Avg: 81.1s/test | Remaining: 52787 tests
[2025-10-11T02:53:04.740206] [INFO ] [CONFIGURE ] AAP: Testing feature 23/29: add_recent_range_context
[2025-10-11T02:53:04.740238] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-11T02:53:15.708338] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:53:24.755129] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:53:36.149091] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:53:43.782718] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:53:50.795715] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:54:02.241856] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:54:13.550134] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:54:24.784335] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T02:54:36.075608] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:54:47.612986] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:54:47.613246] [INFO ] [CONFIGURE ] AAP: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T02:54:47.613313] [INFO ] [CONFIGURE ] JOB ETA: 1193.7h | Avg: 81.4s/test | Remaining: 52786 tests
[2025-10-11T02:54:47.613356] [INFO ] [CONFIGURE ] AAP: Testing feature 24/29: add_rsi
[2025-10-11T02:54:47.613416] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_rsi']
[2025-10-11T02:54:56.750903] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:55:07.755777] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:55:09.441560] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:55:10.779225] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T02:55:22.049878] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:55:33.601168] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:55:44.884307] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:55:56.146877] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:56:07.173916] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:56:18.507918] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:56:18.508121] [INFO ] [CONFIGURE ] AAP: DISCARDED add_rsi (score: 90.00%)
[2025-10-11T02:56:18.508184] [INFO ] [CONFIGURE ] JOB ETA: 1195.3h | Avg: 81.5s/test | Remaining: 52785 tests
[2025-10-11T02:56:18.508255] [INFO ] [CONFIGURE ] AAP: Testing feature 25/29: add_tick_distribution
[2025-10-11T02:56:18.508314] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-11T02:56:25.966143] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:56:37.114558] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:56:46.690429] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:56:58.079664] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:57:09.521700] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:57:20.852613] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:57:32.194691] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:57:34.618026] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:57:35.214129] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:57:35.534927] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:57:35.535130] [INFO ] [CONFIGURE ] AAP: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T02:57:35.535193] [INFO ] [CONFIGURE ] JOB ETA: 1194.5h | Avg: 81.5s/test | Remaining: 52784 tests
[2025-10-11T02:57:35.535232] [INFO ] [CONFIGURE ] AAP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T02:57:35.535265] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-11T02:57:36.281124] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T02:57:36.769907] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:57:48.496578] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T02:57:59.704866] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:58:01.065451] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:58:02.353968] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:58:02.773597] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:58:03.351998] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:58:04.504332] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T02:58:15.867319] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:58:15.867522] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T02:58:15.867585] [INFO ] [CONFIGURE ] JOB ETA: 1187.3h | Avg: 81.0s/test | Remaining: 52783 tests
[2025-10-11T02:58:15.867624] [INFO ] [CONFIGURE ] AAP: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T02:58:15.867692] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-11T02:58:27.156552] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T02:58:38.395289] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T02:58:49.716048] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T02:59:01.134468] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T02:59:12.608196] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T02:59:23.690949] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T02:59:35.037630] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T02:59:46.373354] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T02:59:46.796326] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T02:59:58.344544] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T02:59:58.344801] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T02:59:58.344866] [INFO ] [CONFIGURE ] JOB ETA: 1191.0h | Avg: 81.2s/test | Remaining: 52782 tests
[2025-10-11T02:59:58.344908] [INFO ] [CONFIGURE ] AAP: Testing feature 28/29: add_volume_profile
[2025-10-11T02:59:58.344967] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-11T03:00:08.302797] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:00:19.310014] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T03:00:30.554321] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T03:00:32.961064] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:00:37.954031] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:00:43.506678] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:00:53.997983] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:00:56.078463] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:00:56.972341] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:01:08.183491] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:01:08.183707] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T03:01:08.183771] [INFO ] [CONFIGURE ] JOB ETA: 1189.0h | Avg: 81.1s/test | Remaining: 52781 tests
[2025-10-11T03:01:08.183811] [INFO ] [CONFIGURE ] AAP: Testing feature 29/29: add_vwap
[2025-10-11T03:01:08.183847] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-11T03:01:19.240956] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T03:01:30.487085] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T03:01:41.895640] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T03:01:42.788987] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T03:01:54.004261] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T03:02:05.254291] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:02:16.686537] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:02:24.791012] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:02:36.111766] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:02:36.492221] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T03:02:36.492403] [INFO ] [CONFIGURE ] AAP: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T03:02:36.492448] [INFO ] [CONFIGURE ] JOB ETA: 1190.2h | Avg: 81.2s/test | Remaining: 52780 tests
[2025-10-11T03:02:36.492484] [INFO ] [CONFIGURE ] AAP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T03:02:36.492515] [INFO ] [CONFIGURE ] AAP: Best accuracy: 100.00%
[2025-10-11T03:02:36.492547] [INFO ] [CONFIGURE ] AAP: Best feature set (6 features): ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T03:02:36.492577] [INFO ] [CONFIGURE ] AAP: Improvement over baseline: 60.00%
[2025-10-11T03:02:36.492605] [INFO ] [CONFIGURE ] AAP: Total time: 39.5 minutes
[2025-10-11T03:02:36.492632] [INFO ] [CONFIGURE ] AAP: Average time per feature: 81.8 seconds
[2025-10-11T03:02:36.492701] [INFO ] [CONFIGURE ] AAP: Average speed: 0.01 features/sec
[2025-10-11T03:02:36.493074] [INFO ] [LOCAL     ] Saved configuration for AAP: 6 features, 100.00% accuracy -> ./output/feature-sets/AAP.json
[2025-10-11T03:02:36.493131] [INFO ] [CONFIGURE ] AAP: Configuration saved successfully: 6 features, 100.00% accuracy.
[2025-10-11T03:02:36.493183] [INFO ] [sig       ] [3/1823] Successfully configured AAP | 0.00 sym/s | Total: 2.0h | ETA: 1239.1h
[2025-10-11T03:02:36.493239] [INFO ] [sig       ] [4/1823] Configuring AAT...
[2025-10-11T03:02:36.493271] [INFO ] [CONFIGURE ] AAT: Configurate test run.
[2025-10-11T03:02:36.493318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-10-11T03:02:36.504385] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AAT'.
[2025-10-11T03:02:36.504764] [INFO ] [CONFIGURE ] AAT: Testing with 29 available features
[2025-10-11T03:02:36.504823] [INFO ] [CONFIGURE ] AAT: Establishing baseline with no features...
[2025-10-11T03:02:36.940005] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:02:49.802472] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:03:02.440948] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:03:15.077809] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:03:28.254620] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:03:41.151445] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:03:54.445184] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:04:07.718268] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:04:20.885721] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:04:33.914933] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:04:33.915135] [INFO ] [CONFIGURE ] AAT: Baseline score (no features): 70.00%
[2025-10-11T03:04:33.915241] [INFO ] [CONFIGURE ] AAT: Testing feature 1/29: add_bollinger_bands
[2025-10-11T03:04:33.915309] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands']
[2025-10-11T03:04:34.756968] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:04:41.450850] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:04:50.781164] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:05:02.807880] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:05:15.059531] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:05:21.039362] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:05:21.390167] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:05:21.876710] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:05:33.997973] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:05:45.771637] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:05:45.771867] [INFO ] [CONFIGURE ] AAT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-11T03:05:45.771928] [INFO ] [CONFIGURE ] JOB ETA: 1188.7h | Avg: 81.1s/test | Remaining: 52779 tests
[2025-10-11T03:05:45.771986] [INFO ] [CONFIGURE ] AAT: Testing feature 2/29: add_cumulative_delta
[2025-10-11T03:05:45.772044] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta']
[2025-10-11T03:05:46.054587] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:05:46.329808] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:05:46.538182] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:05:47.148356] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:05:55.290462] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:06:05.779820] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:06:12.729045] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:06:24.726406] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:06:36.287883] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:06:37.060916] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:06:37.061093] [INFO ] [CONFIGURE ] AAT: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T03:06:37.061138] [INFO ] [CONFIGURE ] JOB ETA: 1183.7h | Avg: 80.7s/test | Remaining: 52778 tests
[2025-10-11T03:06:37.061174] [INFO ] [CONFIGURE ] AAT: Testing feature 3/29: add_daily_returns
[2025-10-11T03:06:37.061207] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_daily_returns']
[2025-10-11T03:06:43.863933] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:06:55.738110] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:07:07.824554] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:07:19.726958] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:07:31.987761] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:07:44.283842] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:07:52.511942] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:08:03.026376] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:08:03.221544] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:08:03.384466] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:08:03.385670] [INFO ] [CONFIGURE ] AAT: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T03:08:03.385735] [INFO ] [CONFIGURE ] JOB ETA: 1184.6h | Avg: 80.8s/test | Remaining: 52777 tests
[2025-10-11T03:08:03.385794] [INFO ] [CONFIGURE ] AAT: Testing feature 4/29: add_ema
[2025-10-11T03:08:03.385851] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_ema']
[2025-10-11T03:08:03.573798] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:08:10.584268] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:08:23.040226] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:08:31.084558] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:08:33.680213] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:08:43.101977] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:08:55.739619] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:09:07.201206] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:09:20.030912] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:09:32.948033] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:09:32.948314] [INFO ] [CONFIGURE ] AAT: DISCARDED add_ema (score: 70.00%)
[2025-10-11T03:09:32.948401] [INFO ] [CONFIGURE ] JOB ETA: 1186.0h | Avg: 80.9s/test | Remaining: 52776 tests
[2025-10-11T03:09:32.948468] [INFO ] [CONFIGURE ] AAT: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T03:09:32.948528] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T03:09:37.101043] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:09:43.623006] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:09:55.427180] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:09:56.303536] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:09:57.010265] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:09:57.457019] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:10:09.410922] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:10:21.673222] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:10:33.782341] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:10:34.111284] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:10:34.111465] [INFO ] [CONFIGURE ] AAT: KEPT add_exhaustion_signals (score: 90.00%)
[2025-10-11T03:10:34.111512] [INFO ] [CONFIGURE ] JOB ETA: 1182.8h | Avg: 80.7s/test | Remaining: 52775 tests
[2025-10-11T03:10:34.111569] [INFO ] [CONFIGURE ] AAT: Testing feature 6/29: add_failed_moves
[2025-10-11T03:10:34.111627] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T03:10:43.257627] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:10:55.598757] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:11:00.545525] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:11:12.484155] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:11:24.440263] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:11:36.648288] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:11:48.855874] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:12:00.974261] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:12:01.759933] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:12:02.172508] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:12:02.172811] [INFO ] [CONFIGURE ] AAT: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T03:12:02.172894] [INFO ] [CONFIGURE ] JOB ETA: 1184.0h | Avg: 80.8s/test | Remaining: 52774 tests
[2025-10-11T03:12:02.172992] [INFO ] [CONFIGURE ] AAT: Testing feature 7/29: add_lag_shelf
[2025-10-11T03:12:02.173053] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T03:12:14.027803] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:12:26.060997] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:12:26.454754] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:12:26.835601] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:12:27.327112] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:12:27.799684] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:12:36.290988] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:12:48.366381] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:12:53.295903] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:12:54.604878] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:12:54.605045] [INFO ] [CONFIGURE ] AAT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T03:12:54.605088] [INFO ] [CONFIGURE ] JOB ETA: 1179.5h | Avg: 80.5s/test | Remaining: 52773 tests
[2025-10-11T03:12:54.605124] [INFO ] [CONFIGURE ] AAT: Testing feature 8/29: add_macd
[2025-10-11T03:12:54.605158] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T03:12:54.998854] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:13:01.056011] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:13:11.017356] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:13:22.597828] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:13:26.924536] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:13:38.616176] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:13:50.705055] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:13:51.659631] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:13:56.058841] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:13:57.255628] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:13:57.255844] [INFO ] [CONFIGURE ] AAT: DISCARDED add_macd (score: 70.00%)
[2025-10-11T03:13:57.255906] [INFO ] [CONFIGURE ] JOB ETA: 1176.8h | Avg: 80.3s/test | Remaining: 52772 tests
[2025-10-11T03:13:57.255946] [INFO ] [CONFIGURE ] AAT: Testing feature 9/29: add_mfi
[2025-10-11T03:13:57.255980] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T03:13:57.864208] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:14:04.098161] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:14:15.865404] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:14:27.697230] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:14:39.664140] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:14:51.837181] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:15:04.206100] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:15:04.918115] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:15:17.054123] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:15:29.427825] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:15:29.428037] [INFO ] [CONFIGURE ] AAT: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T03:15:29.428101] [INFO ] [CONFIGURE ] JOB ETA: 1178.6h | Avg: 80.4s/test | Remaining: 52771 tests
[2025-10-11T03:15:29.428162] [INFO ] [CONFIGURE ] AAT: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T03:15:29.428222] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T03:15:37.596213] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:15:38.036788] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:15:38.447955] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:15:50.201790] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:15:50.687587] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:15:57.879726] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:16:09.559952] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:16:19.122831] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:16:30.927934] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:16:43.039480] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:16:43.039723] [INFO ] [CONFIGURE ] AAT: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-11T03:16:43.039788] [INFO ] [CONFIGURE ] JOB ETA: 1177.5h | Avg: 80.3s/test | Remaining: 52770 tests
[2025-10-11T03:16:43.039847] [INFO ] [CONFIGURE ] AAT: Testing feature 11/29: add_obv_daily
[2025-10-11T03:16:43.039905] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T03:16:47.947926] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:16:48.473595] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:16:48.876699] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:17:00.170019] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:17:01.243946] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:17:13.045893] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:17:24.736350] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:17:36.579569] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:17:41.840459] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:17:42.534086] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:17:42.534273] [INFO ] [CONFIGURE ] AAT: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T03:17:42.534341] [INFO ] [CONFIGURE ] JOB ETA: 1174.4h | Avg: 80.1s/test | Remaining: 52769 tests
[2025-10-11T03:17:42.534391] [INFO ] [CONFIGURE ] AAT: Testing feature 12/29: add_obv_interval
[2025-10-11T03:17:42.534485] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-11T03:17:54.085385] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:17:55.534484] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:18:07.618353] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:18:19.751095] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:18:31.529112] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:18:43.538602] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:18:49.498911] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:18:49.928571] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:18:50.700349] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:18:50.893303] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:18:50.893483] [INFO ] [CONFIGURE ] AAT: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-11T03:18:50.893546] [INFO ] [CONFIGURE ] JOB ETA: 1172.6h | Avg: 80.0s/test | Remaining: 52768 tests
[2025-10-11T03:18:50.893599] [INFO ] [CONFIGURE ] AAT: Testing feature 13/29: add_opening_strength
[2025-10-11T03:18:50.893681] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T03:18:51.593942] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:18:57.005194] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:19:08.463941] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:19:17.357532] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:19:18.331241] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:19:19.028091] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:19:30.432905] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:19:42.062513] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:19:53.420035] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:20:04.911302] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:20:04.911507] [INFO ] [CONFIGURE ] AAT: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T03:20:04.911570] [INFO ] [CONFIGURE ] JOB ETA: 1171.7h | Avg: 79.9s/test | Remaining: 52767 tests
[2025-10-11T03:20:04.911630] [INFO ] [CONFIGURE ] AAT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T03:20:04.911714] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-11T03:20:13.350029] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:20:24.898849] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:20:36.623342] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:20:48.283831] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:20:58.962759] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:21:10.983876] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:21:16.203755] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:21:27.736040] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:21:39.480595] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:21:51.369079] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:21:51.369547] [INFO ] [CONFIGURE ] AAT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T03:21:51.369613] [INFO ] [CONFIGURE ] JOB ETA: 1175.5h | Avg: 80.2s/test | Remaining: 52766 tests
[2025-10-11T03:21:51.369712] [INFO ] [CONFIGURE ] AAT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T03:21:51.369772] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-11T03:21:58.268320] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:22:10.241379] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:22:10.428984] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:22:11.793476] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:22:23.793801] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:22:23.976603] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:22:25.047743] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:22:34.784227] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:22:46.942217] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:22:59.056390] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:22:59.056598] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-11T03:22:59.056705] [INFO ] [CONFIGURE ] JOB ETA: 1173.7h | Avg: 80.1s/test | Remaining: 52765 tests
[2025-10-11T03:22:59.056787] [INFO ] [CONFIGURE ] AAT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T03:22:59.056852] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-11T03:23:02.011676] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:23:06.603706] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:23:13.994449] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:23:14.443393] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:23:15.114185] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:23:21.216316] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:23:27.314049] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:23:28.015185] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:23:35.919502] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:23:40.379738] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:23:40.380031] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T03:23:40.380095] [INFO ] [CONFIGURE ] JOB ETA: 1168.2h | Avg: 79.7s/test | Remaining: 52764 tests
[2025-10-11T03:23:40.380158] [INFO ] [CONFIGURE ] AAT: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T03:23:40.380217] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-11T03:23:41.341016] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:23:41.760117] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:23:53.448993] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:24:05.071936] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:24:05.822696] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:24:17.918177] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:24:29.686413] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:24:41.424205] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:24:52.829353] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:25:04.684788] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:25:04.685035] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T03:25:04.685100] [INFO ] [CONFIGURE ] JOB ETA: 1168.8h | Avg: 79.7s/test | Remaining: 52763 tests
[2025-10-11T03:25:04.685160] [INFO ] [CONFIGURE ] AAT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T03:25:04.685220] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-11T03:25:16.254274] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:25:28.426394] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:25:28.807346] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:25:29.401196] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:25:30.238073] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:25:31.267820] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:25:31.933143] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:25:32.384473] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:25:44.621940] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:25:56.954799] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:25:56.954983] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T03:25:56.955046] [INFO ] [CONFIGURE ] JOB ETA: 1164.9h | Avg: 79.5s/test | Remaining: 52762 tests
[2025-10-11T03:25:56.955085] [INFO ] [CONFIGURE ] AAT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T03:25:56.955119] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-11T03:26:08.671181] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:26:17.514709] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:26:17.909146] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:26:18.313316] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:26:30.433599] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:26:30.866403] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:26:31.912811] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:26:32.642732] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:26:33.034430] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:26:33.482605] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:26:33.482846] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T03:26:33.482913] [INFO ] [CONFIGURE ] JOB ETA: 1159.0h | Avg: 79.1s/test | Remaining: 52761 tests
[2025-10-11T03:26:33.482976] [INFO ] [CONFIGURE ] AAT: Testing feature 20/29: add_price_rejection
[2025-10-11T03:26:33.483035] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-11T03:26:40.913534] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:26:41.558637] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:26:41.863189] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:26:42.420499] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:26:54.503138] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:27:06.769163] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:27:19.057531] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:27:30.672563] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:27:31.226048] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:27:43.529503] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:27:43.529729] [INFO ] [CONFIGURE ] AAT: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-11T03:27:43.529795] [INFO ] [CONFIGURE ] JOB ETA: 1157.7h | Avg: 79.0s/test | Remaining: 52760 tests
[2025-10-11T03:27:43.529849] [INFO ] [CONFIGURE ] AAT: Testing feature 21/29: add_range_position
[2025-10-11T03:27:43.529909] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-11T03:27:54.971053] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:28:06.327106] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:28:17.919546] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:28:29.242167] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:28:30.089305] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:28:42.217768] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:28:54.284127] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:29:02.172221] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:29:14.185441] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:29:26.215739] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:29:26.215944] [INFO ] [CONFIGURE ] AAT: DISCARDED add_range_position (score: 90.00%)
[2025-10-11T03:29:26.216007] [INFO ] [CONFIGURE ] JOB ETA: 1160.9h | Avg: 79.2s/test | Remaining: 52759 tests
[2025-10-11T03:29:26.216152] [INFO ] [CONFIGURE ] AAT: Testing feature 22/29: add_realized_volatility
[2025-10-11T03:29:26.216210] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-11T03:29:37.917761] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:29:49.697218] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:30:01.219893] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:30:12.964323] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:30:14.614609] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:30:17.213785] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:30:18.049446] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:30:30.289083] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:30:41.684151] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:30:53.593055] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:30:53.593300] [INFO ] [CONFIGURE ] AAT: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-11T03:30:53.593367] [INFO ] [CONFIGURE ] JOB ETA: 1162.0h | Avg: 79.3s/test | Remaining: 52758 tests
[2025-10-11T03:30:53.593425] [INFO ] [CONFIGURE ] AAT: Testing feature 23/29: add_recent_range_context
[2025-10-11T03:30:53.593483] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-11T03:31:04.952617] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:31:05.812763] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:31:06.253847] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:31:09.334056] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:31:09.885133] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:31:10.784431] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:31:11.212422] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:31:23.158008] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:31:23.608190] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:31:36.015571] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:31:36.015801] [INFO ] [CONFIGURE ] AAT: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T03:31:36.015868] [INFO ] [CONFIGURE ] JOB ETA: 1157.1h | Avg: 79.0s/test | Remaining: 52757 tests
[2025-10-11T03:31:36.015919] [INFO ] [CONFIGURE ] AAT: Testing feature 24/29: add_rsi
[2025-10-11T03:31:36.015978] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-11T03:31:38.558396] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:31:40.557628] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:31:42.451385] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:31:43.400609] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:31:50.878733] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:31:56.016824] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:32:07.943981] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:32:09.376346] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:32:20.830341] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:32:22.055207] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:32:22.055459] [INFO ] [CONFIGURE ] AAT: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T03:32:22.055521] [INFO ] [CONFIGURE ] JOB ETA: 1152.7h | Avg: 78.7s/test | Remaining: 52756 tests
[2025-10-11T03:32:22.055589] [INFO ] [CONFIGURE ] AAT: Testing feature 25/29: add_tick_distribution
[2025-10-11T03:32:22.055663] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-11T03:32:22.644667] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:32:28.060385] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:32:39.778094] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:32:45.815285] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:32:53.690018] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:33:05.850972] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:33:06.247544] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:33:14.048018] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:33:18.726524] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:33:30.763139] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:33:30.763365] [INFO ] [CONFIGURE ] AAT: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T03:33:30.763432] [INFO ] [CONFIGURE ] JOB ETA: 1151.4h | Avg: 78.6s/test | Remaining: 52755 tests
[2025-10-11T03:33:30.763496] [INFO ] [CONFIGURE ] AAT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T03:33:30.763556] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-11T03:33:42.617841] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:33:54.603016] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:34:06.584930] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:34:18.402132] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:34:22.410660] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:34:22.601628] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:34:23.448396] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:34:24.053333] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:34:24.513850] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T03:34:25.296706] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:34:25.296901] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T03:34:25.296965] [INFO ] [CONFIGURE ] JOB ETA: 1148.2h | Avg: 78.4s/test | Remaining: 52754 tests
[2025-10-11T03:34:25.297025] [INFO ] [CONFIGURE ] AAT: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T03:34:25.297082] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-11T03:34:25.513982] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:34:37.420006] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:34:49.313436] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:35:01.142270] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:35:02.228085] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:35:14.297885] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:35:26.548674] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:35:38.493863] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:35:50.365874] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:35:59.816487] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:35:59.816727] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T03:35:59.816792] [INFO ] [CONFIGURE ] JOB ETA: 1150.3h | Avg: 78.5s/test | Remaining: 52753 tests
[2025-10-11T03:35:59.816844] [INFO ] [CONFIGURE ] AAT: Testing feature 28/29: add_volume_profile
[2025-10-11T03:35:59.816902] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-11T03:36:00.047192] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:36:11.479886] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T03:36:22.972941] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:36:34.588053] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:36:45.833666] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:36:54.457422] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:37:02.390726] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T03:37:14.324287] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:37:14.712726] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T03:37:15.361743] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T03:37:15.361915] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-11T03:37:15.361978] [INFO ] [CONFIGURE ] JOB ETA: 1149.9h | Avg: 78.5s/test | Remaining: 52752 tests
[2025-10-11T03:37:15.362040] [INFO ] [CONFIGURE ] AAT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T03:37:15.362096] [INFO ] [CONFIGURE ] AAT: Best accuracy: 90.00%
[2025-10-11T03:37:15.362132] [INFO ] [CONFIGURE ] AAT: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T03:37:15.362163] [INFO ] [CONFIGURE ] AAT: Improvement over baseline: 20.00%
[2025-10-11T03:37:15.362190] [INFO ] [CONFIGURE ] AAT: Total time: 32.7 minutes
[2025-10-11T03:37:15.362218] [INFO ] [CONFIGURE ] AAT: Average time per feature: 70.1 seconds
[2025-10-11T03:37:15.362246] [INFO ] [CONFIGURE ] AAT: Average speed: 0.01 features/sec
[2025-10-11T03:37:15.363096] [INFO ] [LOCAL     ] Saved configuration for AAT: 2 features, 90.00% accuracy -> ./output/feature-sets/AAT.json
[2025-10-11T03:37:15.363155] [INFO ] [CONFIGURE ] AAT: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-11T03:37:15.363195] [INFO ] [sig       ] [4/1823] Successfully configured AAT | 0.00 sym/s | Total: 2.6h | ETA: 1191.4h
[2025-10-11T03:37:15.363229] [INFO ] [sig       ] [5/1823] Configuring ABBV...
[2025-10-11T03:37:15.363260] [INFO ] [CONFIGURE ] ABBV: Configurate test run.
[2025-10-11T03:37:15.363307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-10-11T03:37:15.374744] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABBV'.
[2025-10-11T03:37:15.375078] [INFO ] [CONFIGURE ] ABBV: Testing with 29 available features
[2025-10-11T03:37:15.375159] [INFO ] [CONFIGURE ] ABBV: Establishing baseline with no features...
[2025-10-11T03:37:15.828518] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:37:16.629676] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:37:17.156533] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:37:31.210805] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:37:43.380859] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:37:57.558555] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:38:12.000793] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:38:26.608836] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:38:41.187098] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:38:55.621405] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:38:55.621629] [INFO ] [CONFIGURE ] ABBV: Baseline score (no features): 80.00%
[2025-10-11T03:38:55.621736] [INFO ] [CONFIGURE ] ABBV: Testing feature 1/29: add_bollinger_bands
[2025-10-11T03:38:55.621797] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands']
[2025-10-11T03:39:08.628801] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:39:09.282923] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:39:22.193752] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:39:35.323315] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:39:46.264516] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:39:59.932611] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:40:09.190564] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:40:17.905389] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:40:31.960535] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:40:45.669317] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:40:45.669520] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T03:40:45.669584] [INFO ] [CONFIGURE ] JOB ETA: 1153.9h | Avg: 78.7s/test | Remaining: 52751 tests
[2025-10-11T03:40:45.669623] [INFO ] [CONFIGURE ] ABBV: Testing feature 2/29: add_cumulative_delta
[2025-10-11T03:40:45.669690] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_cumulative_delta']
[2025-10-11T03:40:58.033333] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:41:09.631345] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T03:41:22.347427] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:41:34.334451] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:41:46.854919] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:41:48.285778] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:42:01.200180] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:42:14.280932] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:42:26.737509] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T03:42:39.827348] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:42:39.827560] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T03:42:39.827629] [INFO ] [CONFIGURE ] JOB ETA: 1158.3h | Avg: 79.0s/test | Remaining: 52750 tests
[2025-10-11T03:42:39.827705] [INFO ] [CONFIGURE ] ABBV: Testing feature 3/29: add_daily_returns
[2025-10-11T03:42:39.827750] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_daily_returns']
[2025-10-11T03:42:51.068775] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:43:04.492716] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:43:17.701256] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:43:31.321603] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:43:45.225473] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:43:46.820876] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:44:00.742811] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:44:00.922196] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:44:01.358269] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:44:02.325245] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:44:02.325456] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T03:44:02.325519] [INFO ] [CONFIGURE ] JOB ETA: 1158.7h | Avg: 79.1s/test | Remaining: 52749 tests
[2025-10-11T03:44:02.325557] [INFO ] [CONFIGURE ] ABBV: Testing feature 4/29: add_ema
[2025-10-11T03:44:02.325591] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_ema']
[2025-10-11T03:44:03.610856] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:44:16.901261] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:44:17.572207] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:44:26.839773] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:44:27.570209] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:44:40.011446] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:44:40.315978] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:44:41.208183] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:44:41.595255] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:44:42.547610] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:44:42.547814] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_ema (score: 40.00%)
[2025-10-11T03:44:42.547865] [INFO ] [CONFIGURE ] JOB ETA: 1153.9h | Avg: 78.8s/test | Remaining: 52748 tests
[2025-10-11T03:44:42.547902] [INFO ] [CONFIGURE ] ABBV: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T03:44:42.547936] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T03:44:55.520543] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:44:56.009138] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:44:56.810401] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:45:09.274065] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:45:09.792714] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:45:10.409810] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:45:19.305777] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:45:32.989294] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:45:46.576168] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:45:59.894760] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:45:59.894978] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T03:45:59.895042] [INFO ] [CONFIGURE ] JOB ETA: 1153.7h | Avg: 78.7s/test | Remaining: 52747 tests
[2025-10-11T03:45:59.895082] [INFO ] [CONFIGURE ] ABBV: Testing feature 6/29: add_failed_moves
[2025-10-11T03:45:59.895115] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_failed_moves']
[2025-10-11T03:46:03.703247] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:46:03.871031] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:46:16.962049] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:46:30.864480] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:46:42.855041] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:46:56.759254] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:47:11.047870] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:47:25.631269] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:47:39.948901] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:47:54.159362] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:47:54.159527] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T03:47:54.159591] [INFO ] [CONFIGURE ] JOB ETA: 1158.0h | Avg: 79.0s/test | Remaining: 52746 tests
[2025-10-11T03:47:54.159629] [INFO ] [CONFIGURE ] ABBV: Testing feature 7/29: add_lag_shelf
[2025-10-11T03:47:54.159699] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_lag_shelf']
[2025-10-11T03:48:08.402102] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:48:22.529769] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:48:36.705564] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:48:50.736189] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:48:54.874238] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:49:05.465371] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:49:05.840719] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:49:20.308422] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:49:31.465543] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:49:45.916157] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:49:45.916341] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T03:49:45.916415] [INFO ] [CONFIGURE ] JOB ETA: 1161.9h | Avg: 79.3s/test | Remaining: 52745 tests
[2025-10-11T03:49:45.916494] [INFO ] [CONFIGURE ] ABBV: Testing feature 8/29: add_macd
[2025-10-11T03:49:45.916531] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T03:49:49.817282] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:50:02.315419] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:50:14.963212] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:50:22.539413] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:50:35.352115] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:50:35.816103] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:50:36.848289] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:50:49.985290] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:51:03.236756] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:51:16.253143] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:51:16.253440] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_macd (score: 70.00%)
[2025-10-11T03:51:16.253526] [INFO ] [CONFIGURE ] JOB ETA: 1163.2h | Avg: 79.4s/test | Remaining: 52744 tests
[2025-10-11T03:51:16.253587] [INFO ] [CONFIGURE ] ABBV: Testing feature 9/29: add_mfi
[2025-10-11T03:51:16.253669] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_mfi']
[2025-10-11T03:51:24.205057] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:51:37.717271] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:51:51.198733] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:52:00.490215] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:52:13.837270] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T03:52:27.524051] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:52:31.007760] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:52:31.859944] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:52:33.570519] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:52:47.942939] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:52:47.943138] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T03:52:47.943184] [INFO ] [CONFIGURE ] JOB ETA: 1164.6h | Avg: 79.5s/test | Remaining: 52743 tests
[2025-10-11T03:52:47.943219] [INFO ] [CONFIGURE ] ABBV: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T03:52:47.943251] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T03:53:00.900135] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:53:05.734701] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T03:53:18.529830] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:53:31.338949] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:53:32.860007] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:53:33.333317] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:53:46.397556] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T03:54:00.013244] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:54:05.484147] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:54:19.085619] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:54:19.085828] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T03:54:19.085891] [INFO ] [CONFIGURE ] JOB ETA: 1165.9h | Avg: 79.6s/test | Remaining: 52742 tests
[2025-10-11T03:54:19.085930] [INFO ] [CONFIGURE ] ABBV: Testing feature 11/29: add_obv_daily
[2025-10-11T03:54:19.085983] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_daily']
[2025-10-11T03:54:31.448764] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:54:43.830831] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:54:56.367998] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:55:09.121170] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:55:09.715037] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:55:22.603020] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:55:27.338279] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:55:27.942805] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:55:40.139986] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:55:53.514803] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T03:55:53.515011] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T03:55:53.515075] [INFO ] [CONFIGURE ] JOB ETA: 1167.6h | Avg: 79.7s/test | Remaining: 52741 tests
[2025-10-11T03:55:53.515115] [INFO ] [CONFIGURE ] ABBV: Testing feature 12/29: add_obv_interval
[2025-10-11T03:55:53.515154] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval']
[2025-10-11T03:56:06.294088] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:56:19.358443] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:56:32.249597] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:56:45.531699] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:56:58.815294] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:57:01.769492] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T03:57:15.245140] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:57:15.411812] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T03:57:29.381885] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T03:57:42.967418] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T03:57:42.967620] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T03:57:42.967723] [INFO ] [CONFIGURE ] JOB ETA: 1171.0h | Avg: 79.9s/test | Remaining: 52740 tests
[2025-10-11T03:57:42.967796] [INFO ] [CONFIGURE ] ABBV: Testing feature 13/29: add_opening_strength
[2025-10-11T03:57:42.967857] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T03:57:54.050958] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:58:00.114058] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:58:00.431719] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T03:58:06.232788] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T03:58:16.789857] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T03:58:29.558922] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T03:58:36.893958] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T03:58:37.429028] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T03:58:50.483336] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T03:59:02.402156] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T03:59:02.402369] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-11T03:59:02.402435] [INFO ] [CONFIGURE ] JOB ETA: 1171.0h | Avg: 79.9s/test | Remaining: 52739 tests
[2025-10-11T03:59:02.402476] [INFO ] [CONFIGURE ] ABBV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T03:59:02.402512] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T03:59:02.590936] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T03:59:13.020372] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T03:59:24.643364] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T03:59:38.405756] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T03:59:51.944189] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T04:00:05.477739] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T04:00:19.625698] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:00:28.921204] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T04:00:30.124159] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:00:44.143981] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:00:44.144203] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T04:00:44.144267] [INFO ] [CONFIGURE ] JOB ETA: 1173.4h | Avg: 80.1s/test | Remaining: 52738 tests
[2025-10-11T04:00:44.144306] [INFO ] [CONFIGURE ] ABBV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T04:00:44.144339] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T04:00:51.180908] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:00:51.366960] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:01:01.023133] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T04:01:01.813141] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:01:02.105528] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T04:01:15.473234] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T04:01:29.137773] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:01:32.916743] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:01:46.448190] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:01:47.580534] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:01:47.580757] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T04:01:47.580818] [INFO ] [CONFIGURE ] JOB ETA: 1171.5h | Avg: 80.0s/test | Remaining: 52737 tests
[2025-10-11T04:01:47.580868] [INFO ] [CONFIGURE ] ABBV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T04:01:47.580925] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T04:02:00.889866] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T04:02:14.791936] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:02:28.771766] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T04:02:42.418918] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:02:53.268570] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:03:04.166067] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T04:03:18.066615] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:03:32.298521] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:03:46.306954] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:03:57.650834] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:03:57.651043] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T04:03:57.651108] [INFO ] [CONFIGURE ] JOB ETA: 1177.1h | Avg: 80.4s/test | Remaining: 52736 tests
[2025-10-11T04:03:57.651149] [INFO ] [CONFIGURE ] ABBV: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T04:03:57.651184] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_return_2d']
[2025-10-11T04:04:11.095455] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:04:24.858771] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:04:38.495456] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:04:52.096605] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:05:01.145281] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T04:05:10.449663] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T04:05:11.134575] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:05:22.174078] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:05:36.268870] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:05:50.206240] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:05:50.206504] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T04:05:50.206572] [INFO ] [CONFIGURE ] JOB ETA: 1180.6h | Avg: 80.6s/test | Remaining: 52735 tests
[2025-10-11T04:05:50.206790] [INFO ] [CONFIGURE ] ABBV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T04:05:50.206860] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T04:06:02.245452] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T04:06:15.712307] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:06:21.450040] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:06:32.451923] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:06:33.439436] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T04:06:36.657810] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T04:06:50.667058] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:06:57.813105] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:06:58.224619] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:07:12.436378] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:07:12.436596] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-11T04:07:12.436708] [INFO ] [CONFIGURE ] JOB ETA: 1180.8h | Avg: 80.6s/test | Remaining: 52734 tests
[2025-10-11T04:07:12.436754] [INFO ] [CONFIGURE ] ABBV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T04:07:12.436788] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T04:07:17.712344] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:07:27.714466] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:07:28.933481] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:07:36.776537] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:07:37.687178] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:07:38.667837] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T04:07:39.993190] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T04:07:54.562938] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:08:03.973747] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:08:18.422192] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:08:18.422391] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T04:08:18.422466] [INFO ] [CONFIGURE ] JOB ETA: 1179.2h | Avg: 80.5s/test | Remaining: 52733 tests
[2025-10-11T04:08:18.422524] [INFO ] [CONFIGURE ] ABBV: Testing feature 20/29: add_price_rejection
[2025-10-11T04:08:18.422560] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_price_rejection']
[2025-10-11T04:08:23.803257] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:08:37.552416] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:08:37.803127] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T04:08:37.998734] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:08:38.839389] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T04:08:51.912572] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T04:09:05.334404] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:09:16.260752] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:09:29.976396] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:09:40.751781] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:09:40.752008] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T04:09:40.752074] [INFO ] [CONFIGURE ] JOB ETA: 1179.4h | Avg: 80.5s/test | Remaining: 52732 tests
[2025-10-11T04:09:40.752115] [INFO ] [CONFIGURE ] ABBV: Testing feature 21/29: add_range_position
[2025-10-11T04:09:40.752207] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_range_position']
[2025-10-11T04:09:48.800906] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:10:02.064285] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:10:14.970776] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:10:15.154537] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:10:15.868034] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T04:10:16.105445] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T04:10:16.294487] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:10:17.114284] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:10:17.387001] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:10:17.592168] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:10:17.592492] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T04:10:17.592556] [INFO ] [CONFIGURE ] JOB ETA: 1174.6h | Avg: 80.2s/test | Remaining: 52731 tests
[2025-10-11T04:10:17.592595] [INFO ] [CONFIGURE ] ABBV: Testing feature 22/29: add_realized_volatility
[2025-10-11T04:10:17.592628] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_realized_volatility']
[2025-10-11T04:10:31.447879] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:10:41.134311] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:10:42.048830] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:10:55.953320] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:10:56.362554] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:11:09.741726] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T04:11:17.703805] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:11:19.332052] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T04:11:19.725954] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T04:11:25.662096] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:11:25.662322] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T04:11:25.662385] [INFO ] [CONFIGURE ] JOB ETA: 1173.3h | Avg: 80.1s/test | Remaining: 52730 tests
[2025-10-11T04:11:25.662424] [INFO ] [CONFIGURE ] ABBV: Testing feature 23/29: add_recent_range_context
[2025-10-11T04:11:25.662456] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_recent_range_context']
[2025-10-11T04:11:39.206701] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:11:53.073546] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:12:06.895774] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T04:12:20.551416] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:12:33.860457] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:12:35.481198] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T04:12:36.324589] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:12:49.963522] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:13:04.120219] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:13:17.800407] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:13:17.800575] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T04:13:17.800671] [INFO ] [CONFIGURE ] JOB ETA: 1176.7h | Avg: 80.3s/test | Remaining: 52729 tests
[2025-10-11T04:13:17.800745] [INFO ] [CONFIGURE ] ABBV: Testing feature 24/29: add_rsi
[2025-10-11T04:13:17.800789] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T04:13:30.588560] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:13:43.563485] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T04:13:56.467262] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:14:09.174780] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:14:22.511467] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:14:35.554149] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T04:14:46.173901] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:14:59.799405] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:15:07.039593] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:15:20.302054] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:15:20.302238] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T04:15:20.302301] [INFO ] [CONFIGURE ] JOB ETA: 1181.1h | Avg: 80.6s/test | Remaining: 52728 tests
[2025-10-11T04:15:20.302340] [INFO ] [CONFIGURE ] ABBV: Testing feature 25/29: add_tick_distribution
[2025-10-11T04:15:20.302372] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_tick_distribution']
[2025-10-11T04:15:33.697516] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:15:47.242356] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:16:01.062115] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:16:14.838304] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:16:28.485420] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T04:16:39.967398] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T04:16:50.573542] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:17:00.844023] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:17:01.633733] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:17:01.818988] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:17:01.819282] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T04:17:01.819369] [INFO ] [CONFIGURE ] JOB ETA: 1183.3h | Avg: 80.8s/test | Remaining: 52727 tests
[2025-10-11T04:17:01.819445] [INFO ] [CONFIGURE ] ABBV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T04:17:01.819525] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-11T04:17:15.504214] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:17:29.291290] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:17:29.446305] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:17:29.638076] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:17:43.599177] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:17:57.696040] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T04:18:03.102467] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:18:17.631466] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:18:32.032858] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T04:18:32.201827] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:18:32.202071] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T04:18:32.202136] [INFO ] [CONFIGURE ] JOB ETA: 1184.3h | Avg: 80.9s/test | Remaining: 52726 tests
[2025-10-11T04:18:32.202175] [INFO ] [CONFIGURE ] ABBV: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T04:18:32.202207] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_volume_price_divergence']
[2025-10-11T04:18:41.653579] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T04:18:41.840112] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:18:42.514416] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:18:55.905943] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:19:09.256427] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:19:19.460607] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T04:19:19.665023] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:19:28.364226] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:19:42.031786] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:19:42.589027] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:19:42.589256] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T04:19:42.589333] [INFO ] [CONFIGURE ] JOB ETA: 1183.1h | Avg: 80.8s/test | Remaining: 52725 tests
[2025-10-11T04:19:42.589382] [INFO ] [CONFIGURE ] ABBV: Testing feature 28/29: add_volume_profile
[2025-10-11T04:19:42.589428] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_volume_profile']
[2025-10-11T04:19:43.181467] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T04:19:43.343824] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:19:43.895913] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:19:51.840453] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:19:59.892858] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:20:13.512961] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T04:20:22.056439] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:20:36.138636] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T04:20:49.922453] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:21:03.487569] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:21:03.487786] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T04:21:03.487848] [INFO ] [CONFIGURE ] JOB ETA: 1183.1h | Avg: 80.8s/test | Remaining: 52724 tests
[2025-10-11T04:21:03.487886] [INFO ] [CONFIGURE ] ABBV: Testing feature 29/29: add_vwap
[2025-10-11T04:21:03.487918] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_vwap']
[2025-10-11T04:21:16.690983] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T04:21:29.857511] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T04:21:37.777423] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T04:21:51.754851] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:21:59.961363] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:22:11.034787] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T04:22:24.887132] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T04:22:32.388285] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:22:46.263196] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T04:23:00.079215] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T04:23:00.079468] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T04:23:00.079532] [INFO ] [CONFIGURE ] JOB ETA: 1186.8h | Avg: 81.0s/test | Remaining: 52723 tests
[2025-10-11T04:23:00.079573] [INFO ] [CONFIGURE ] ABBV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T04:23:00.079605] [INFO ] [CONFIGURE ] ABBV: Best accuracy: 80.00%
[2025-10-11T04:23:00.079635] [INFO ] [CONFIGURE ] ABBV: Best feature set (0 features): []
[2025-10-11T04:23:00.079706] [INFO ] [CONFIGURE ] ABBV: Improvement over baseline: 0.00%
[2025-10-11T04:23:00.079744] [INFO ] [CONFIGURE ] ABBV: Total time: 44.1 minutes
[2025-10-11T04:23:00.079774] [INFO ] [CONFIGURE ] ABBV: Average time per feature: 91.2 seconds
[2025-10-11T04:23:00.079804] [INFO ] [CONFIGURE ] ABBV: Average speed: 0.01 features/sec
[2025-10-11T04:23:00.080741] [INFO ] [LOCAL     ] Saved configuration for ABBV: 0 features, 80.00% accuracy -> ./output/feature-sets/ABBV.json
[2025-10-11T04:23:00.080800] [INFO ] [CONFIGURE ] ABBV: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-11T04:23:00.080841] [INFO ] [sig       ] [5/1823] Successfully configured ABBV | 0.00 sym/s | Total: 3.4h | ETA: 1229.8h
[2025-10-11T04:23:00.080876] [INFO ] [sig       ] [6/1823] Configuring ABCB...
[2025-10-11T04:23:00.080907] [INFO ] [CONFIGURE ] ABCB: Configurate test run.
[2025-10-11T04:23:00.080953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-10-11T04:23:00.104864] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABCB'.
[2025-10-11T04:23:00.105696] [INFO ] [CONFIGURE ] ABCB: Testing with 29 available features
[2025-10-11T04:23:00.108272] [INFO ] [CONFIGURE ] ABCB: Establishing baseline with no features...
[2025-10-11T04:23:01.755636] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:23:14.960774] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:23:19.415023] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:23:25.866100] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:23:39.052333] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:23:41.369203] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:23:54.673334] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:24:08.242405] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:24:14.769258] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:24:28.663312] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:24:28.663579] [INFO ] [CONFIGURE ] ABCB: Baseline score (no features): 50.00%
[2025-10-11T04:24:28.663691] [INFO ] [CONFIGURE ] ABCB: Testing feature 1/29: add_bollinger_bands
[2025-10-11T04:24:28.663771] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands']
[2025-10-11T04:24:40.668757] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:24:52.785567] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:25:00.913980] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:25:12.966262] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:25:14.680832] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:25:14.853196] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:25:15.791483] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:25:16.203908] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:25:28.593488] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:25:28.770847] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:25:28.771037] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T04:25:28.771101] [INFO ] [CONFIGURE ] JOB ETA: 1184.6h | Avg: 80.9s/test | Remaining: 52722 tests
[2025-10-11T04:25:28.771151] [INFO ] [CONFIGURE ] ABCB: Testing feature 2/29: add_cumulative_delta
[2025-10-11T04:25:28.771209] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_cumulative_delta']
[2025-10-11T04:25:29.185380] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:25:29.350482] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:25:29.543100] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:25:41.945314] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:25:54.139637] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:26:05.979252] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:26:18.045130] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:26:27.791199] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:26:28.133524] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:26:40.218350] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:26:40.218551] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T04:26:40.218629] [INFO ] [CONFIGURE ] JOB ETA: 1183.7h | Avg: 80.8s/test | Remaining: 52721 tests
[2025-10-11T04:26:40.218726] [INFO ] [CONFIGURE ] ABCB: Testing feature 3/29: add_daily_returns
[2025-10-11T04:26:40.218786] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_daily_returns']
[2025-10-11T04:26:46.527054] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:26:58.454313] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T04:27:00.177984] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:27:00.738662] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:27:08.315801] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:27:20.678873] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:27:33.135231] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:27:45.451541] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:27:58.158572] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:28:10.663555] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:28:10.663763] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-11T04:28:10.663826] [INFO ] [CONFIGURE ] JOB ETA: 1184.6h | Avg: 80.9s/test | Remaining: 52720 tests
[2025-10-11T04:28:10.663878] [INFO ] [CONFIGURE ] ABCB: Testing feature 4/29: add_ema
[2025-10-11T04:28:10.663935] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema']
[2025-10-11T04:28:23.155044] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:28:28.486043] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:28:28.975894] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:28:29.762392] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:28:30.242392] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:28:43.222355] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:28:55.938251] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:29:08.763925] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:29:21.500954] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:29:34.180248] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:29:34.180455] [INFO ] [CONFIGURE ] ABCB: KEPT add_ema (score: 70.00%)
[2025-10-11T04:29:34.180518] [INFO ] [CONFIGURE ] JOB ETA: 1184.8h | Avg: 80.9s/test | Remaining: 52719 tests
[2025-10-11T04:29:34.180630] [INFO ] [CONFIGURE ] ABCB: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T04:29:34.181706] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T04:29:34.684674] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:29:43.497949] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:29:55.410158] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:30:01.849993] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:30:01.999574] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:30:10.609782] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:30:11.318231] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:30:12.097761] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:30:12.636673] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:30:23.561582] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:30:23.561844] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T04:30:23.561907] [INFO ] [CONFIGURE ] JOB ETA: 1181.7h | Avg: 80.7s/test | Remaining: 52718 tests
[2025-10-11T04:30:23.561957] [INFO ] [CONFIGURE ] ABCB: Testing feature 6/29: add_failed_moves
[2025-10-11T04:30:23.562012] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T04:30:28.896439] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:30:41.583183] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:30:45.887782] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:30:58.367031] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:31:11.123972] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:31:23.710066] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:31:36.344537] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:31:49.299431] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:32:02.279970] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:32:14.025436] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:32:14.025635] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T04:32:14.025720] [INFO ] [CONFIGURE ] JOB ETA: 1184.6h | Avg: 80.9s/test | Remaining: 52717 tests
[2025-10-11T04:32:14.025772] [INFO ] [CONFIGURE ] ABCB: Testing feature 7/29: add_lag_shelf
[2025-10-11T04:32:14.025830] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T04:32:26.382206] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:32:38.772320] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:32:51.061017] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:33:03.428734] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:33:15.884952] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:33:28.774606] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:33:41.367213] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:33:54.178252] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:34:07.365808] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:34:19.990538] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:34:19.990759] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T04:34:19.990826] [INFO ] [CONFIGURE ] JOB ETA: 1188.9h | Avg: 81.2s/test | Remaining: 52716 tests
[2025-10-11T04:34:19.990879] [INFO ] [CONFIGURE ] ABCB: Testing feature 8/29: add_macd
[2025-10-11T04:34:19.990938] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T04:34:26.530825] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:34:37.776109] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T04:34:49.126990] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:35:00.419335] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:35:11.779487] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:35:23.170320] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:35:31.756777] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:35:32.037177] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T04:35:33.440913] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:35:34.081051] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:35:34.081257] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_macd (score: 20.00%)
[2025-10-11T04:35:34.081321] [INFO ] [CONFIGURE ] JOB ETA: 1188.2h | Avg: 81.1s/test | Remaining: 52715 tests
[2025-10-11T04:35:34.081361] [INFO ] [CONFIGURE ] ABCB: Testing feature 9/29: add_mfi
[2025-10-11T04:35:34.081395] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_mfi']
[2025-10-11T04:35:34.431968] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:35:35.438261] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:35:36.674702] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:35:37.056110] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:35:37.471729] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:35:37.933852] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:35:50.657158] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:36:03.358230] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:36:16.162406] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:36:28.950885] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:36:28.956808] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_mfi (score: 40.00%)
[2025-10-11T04:36:28.956873] [INFO ] [CONFIGURE ] JOB ETA: 1185.7h | Avg: 81.0s/test | Remaining: 52714 tests
[2025-10-11T04:36:28.956912] [INFO ] [CONFIGURE ] ABCB: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T04:36:28.956946] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T04:36:40.023186] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:36:51.982625] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:37:00.471467] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:37:06.981353] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:37:19.263313] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:37:31.467310] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:37:40.784055] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:37:53.181475] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:37:58.347634] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:37:58.962826] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:37:58.963058] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T04:37:58.963134] [INFO ] [CONFIGURE ] JOB ETA: 1186.5h | Avg: 81.0s/test | Remaining: 52713 tests
[2025-10-11T04:37:58.963253] [INFO ] [CONFIGURE ] ABCB: Testing feature 11/29: add_obv_daily
[2025-10-11T04:37:58.963312] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-11T04:37:59.388924] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:38:02.417193] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:38:14.662511] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:38:14.841564] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:38:15.476727] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:38:27.048261] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:38:39.297572] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:38:47.431427] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:38:50.226633] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:39:02.702300] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:39:02.702543] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T04:39:02.702621] [INFO ] [CONFIGURE ] JOB ETA: 1184.9h | Avg: 80.9s/test | Remaining: 52712 tests
[2025-10-11T04:39:02.702717] [INFO ] [CONFIGURE ] ABCB: Testing feature 12/29: add_obv_interval
[2025-10-11T04:39:02.702775] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-11T04:39:14.360002] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:39:26.431899] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:39:38.712879] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:39:50.844754] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:39:54.565620] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:39:54.966496] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:39:55.518214] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:40:06.998028] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:40:07.190106] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:40:18.483279] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:40:18.483558] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T04:40:18.483622] [INFO ] [CONFIGURE ] JOB ETA: 1184.4h | Avg: 80.9s/test | Remaining: 52711 tests
[2025-10-11T04:40:18.483707] [INFO ] [CONFIGURE ] ABCB: Testing feature 13/29: add_opening_strength
[2025-10-11T04:40:18.483768] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T04:40:27.235222] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:40:27.616993] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T04:40:29.208552] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:40:29.732726] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:40:30.190957] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:40:30.875502] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:40:31.337198] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:40:42.972896] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:40:54.502283] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:41:06.363787] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:41:06.363966] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T04:41:06.364013] [INFO ] [CONFIGURE ] JOB ETA: 1181.3h | Avg: 80.7s/test | Remaining: 52710 tests
[2025-10-11T04:41:06.364053] [INFO ] [CONFIGURE ] ABCB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T04:41:06.364088] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-11T04:41:18.290102] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:41:26.744238] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:41:38.651362] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:41:46.033826] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:41:50.334791] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:41:50.679659] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:41:51.153910] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:41:51.807888] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:42:00.347025] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:42:13.050510] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:42:13.050703] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T04:42:13.050769] [INFO ] [CONFIGURE ] JOB ETA: 1179.9h | Avg: 80.6s/test | Remaining: 52709 tests
[2025-10-11T04:42:13.050819] [INFO ] [CONFIGURE ] ABCB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T04:42:13.050885] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-11T04:42:25.409236] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:42:37.513862] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:42:38.793057] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:42:50.996153] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:43:03.460937] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:43:15.955337] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:43:28.394168] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:43:40.918318] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:43:53.433030] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:44:05.881098] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:44:05.881314] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T04:44:05.881378] [INFO ] [CONFIGURE ] JOB ETA: 1182.9h | Avg: 80.8s/test | Remaining: 52708 tests
[2025-10-11T04:44:05.881433] [INFO ] [CONFIGURE ] ABCB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T04:44:05.881491] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-11T04:44:17.494043] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:44:29.100044] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T04:44:40.801024] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:44:45.305920] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:44:45.760835] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:44:57.637546] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:45:09.602503] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:45:10.077927] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:45:10.822129] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:45:22.981503] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:45:22.981747] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T04:45:22.981815] [INFO ] [CONFIGURE ] JOB ETA: 1182.5h | Avg: 80.8s/test | Remaining: 52707 tests
[2025-10-11T04:45:22.981868] [INFO ] [CONFIGURE ] ABCB: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T04:45:22.981927] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-11T04:45:23.799360] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:45:35.811456] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:45:48.121298] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:46:00.397819] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:46:12.689716] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:46:25.012478] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:46:37.319504] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:46:49.970036] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:47:02.688359] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:47:14.811881] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:47:14.812082] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T04:47:14.812146] [INFO ] [CONFIGURE ] JOB ETA: 1185.3h | Avg: 81.0s/test | Remaining: 52706 tests
[2025-10-11T04:47:14.812196] [INFO ] [CONFIGURE ] ABCB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T04:47:14.812253] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-11T04:47:26.739304] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:47:39.095145] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:47:51.070597] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:48:00.309131] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:48:12.660693] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:48:24.979793] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:48:37.515304] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:48:50.201251] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:49:03.167841] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:49:08.647846] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:49:08.648055] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T04:49:08.648118] [INFO ] [CONFIGURE ] JOB ETA: 1188.3h | Avg: 81.2s/test | Remaining: 52705 tests
[2025-10-11T04:49:08.648169] [INFO ] [CONFIGURE ] ABCB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T04:49:08.648226] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T04:49:21.035576] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:49:33.622283] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:49:39.874769] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:49:47.628741] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:50:00.099951] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:50:00.284306] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:50:10.780767] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:50:23.373353] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:50:36.435064] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:50:49.172554] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:50:49.172820] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T04:50:49.172884] [INFO ] [CONFIGURE ] JOB ETA: 1190.0h | Avg: 81.3s/test | Remaining: 52704 tests
[2025-10-11T04:50:49.172936] [INFO ] [CONFIGURE ] ABCB: Testing feature 20/29: add_price_rejection
[2025-10-11T04:50:49.172994] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-11T04:50:50.353403] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:51:02.651545] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:51:15.280179] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:51:27.755487] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:51:40.253551] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:51:52.697231] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:51:53.158934] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:52:05.934177] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:52:10.221251] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:52:10.645072] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:52:10.645262] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T04:52:10.645327] [INFO ] [CONFIGURE ] JOB ETA: 1190.0h | Avg: 81.3s/test | Remaining: 52703 tests
[2025-10-11T04:52:10.645366] [INFO ] [CONFIGURE ] ABCB: Testing feature 21/29: add_range_position
[2025-10-11T04:52:10.645401] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_range_position']
[2025-10-11T04:52:21.078524] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:52:21.525783] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:52:22.247023] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:52:22.800872] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:52:23.697664] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:52:24.508354] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:52:25.472128] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:52:26.335829] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:52:26.773141] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:52:39.658092] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:52:39.658317] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T04:52:39.658382] [INFO ] [CONFIGURE ] JOB ETA: 1185.3h | Avg: 81.0s/test | Remaining: 52702 tests
[2025-10-11T04:52:39.658442] [INFO ] [CONFIGURE ] ABCB: Testing feature 22/29: add_realized_volatility
[2025-10-11T04:52:39.658520] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-11T04:52:51.985265] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:53:04.343137] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T04:53:16.523481] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:53:29.162844] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:53:41.919821] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:53:54.735575] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:54:07.551178] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:54:08.497158] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:54:10.088189] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:54:22.858746] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:54:22.858987] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-11T04:54:22.859055] [INFO ] [CONFIGURE ] JOB ETA: 1187.3h | Avg: 81.1s/test | Remaining: 52701 tests
[2025-10-11T04:54:22.859110] [INFO ] [CONFIGURE ] ABCB: Testing feature 23/29: add_recent_range_context
[2025-10-11T04:54:22.859170] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-11T04:54:33.327933] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:54:34.065994] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:54:46.652762] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:54:47.246547] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:54:59.884599] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:55:00.111391] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:55:00.925373] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:55:13.531239] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:55:14.142493] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:55:15.024376] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:55:15.024541] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T04:55:15.024624] [INFO ] [CONFIGURE ] JOB ETA: 1184.7h | Avg: 80.9s/test | Remaining: 52700 tests
[2025-10-11T04:55:15.024714] [INFO ] [CONFIGURE ] ABCB: Testing feature 24/29: add_rsi
[2025-10-11T04:55:15.024771] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T04:55:15.441362] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:55:16.609556] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:55:28.930852] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:55:29.123981] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:55:36.131541] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:55:36.606569] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:55:48.846569] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:56:01.630974] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:56:02.085431] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T04:56:14.912790] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:56:14.913317] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_rsi (score: 50.00%)
[2025-10-11T04:56:14.913803] [INFO ] [CONFIGURE ] JOB ETA: 1182.9h | Avg: 80.8s/test | Remaining: 52699 tests
[2025-10-11T04:56:14.913859] [INFO ] [CONFIGURE ] ABCB: Testing feature 25/29: add_tick_distribution
[2025-10-11T04:56:14.913897] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-11T04:56:27.246308] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:56:27.444264] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:56:39.971030] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:56:40.179387] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:56:40.754632] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:56:41.047016] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:56:52.450276] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:57:05.101632] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:57:05.358570] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:57:06.816762] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:57:06.816963] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T04:57:06.817030] [INFO ] [CONFIGURE ] JOB ETA: 1180.3h | Avg: 80.6s/test | Remaining: 52698 tests
[2025-10-11T04:57:06.817080] [INFO ] [CONFIGURE ] ABCB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T04:57:06.817138] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T04:57:07.025338] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T04:57:07.242302] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:57:07.698334] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T04:57:07.898772] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T04:57:20.351391] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:57:31.863823] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:57:43.777316] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T04:57:56.493216] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:58:09.351834] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:58:13.796042] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:58:13.796231] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-11T04:58:13.796294] [INFO ] [CONFIGURE ] JOB ETA: 1179.1h | Avg: 80.6s/test | Remaining: 52697 tests
[2025-10-11T04:58:13.796344] [INFO ] [CONFIGURE ] ABCB: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T04:58:13.796426] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-11T04:58:25.104475] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T04:58:37.344523] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T04:58:47.849166] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T04:58:48.066905] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T04:58:48.737537] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T04:59:01.560851] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T04:59:14.160218] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T04:59:26.829796] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T04:59:39.591126] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T04:59:52.360907] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T04:59:52.361137] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T04:59:52.361203] [INFO ] [CONFIGURE ] JOB ETA: 1180.7h | Avg: 80.7s/test | Remaining: 52696 tests
[2025-10-11T04:59:52.361243] [INFO ] [CONFIGURE ] ABCB: Testing feature 28/29: add_volume_profile
[2025-10-11T04:59:52.361277] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-11T05:00:04.455826] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T05:00:14.556925] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:00:26.800533] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:00:38.932982] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T05:00:51.233176] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:00:51.431555] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T05:00:51.981258] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:00:52.171358] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:00:52.535475] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:00:56.141859] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T05:00:56.142076] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-11T05:00:56.142140] [INFO ] [CONFIGURE ] JOB ETA: 1179.2h | Avg: 80.6s/test | Remaining: 52695 tests
[2025-10-11T05:00:56.142192] [INFO ] [CONFIGURE ] ABCB: Testing feature 29/29: add_vwap
[2025-10-11T05:00:56.142341] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_ema', 'add_vwap']
[2025-10-11T05:01:07.799962] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T05:01:19.452996] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:01:31.363032] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T05:01:37.059629] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:01:38.726077] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T05:01:40.992855] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T05:01:50.035475] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:01:51.002072] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T05:01:53.238358] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:02:02.490003] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T05:02:02.490158] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_vwap (score: 30.00%)
[2025-10-11T05:02:02.490220] [INFO ] [CONFIGURE ] JOB ETA: 1178.0h | Avg: 80.5s/test | Remaining: 52694 tests
[2025-10-11T05:02:02.490278] [INFO ] [CONFIGURE ] ABCB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T05:02:02.490334] [INFO ] [CONFIGURE ] ABCB: Best accuracy: 70.00%
[2025-10-11T05:02:02.490369] [INFO ] [CONFIGURE ] ABCB: Best feature set (1 features): ['add_ema']
[2025-10-11T05:02:02.490400] [INFO ] [CONFIGURE ] ABCB: Improvement over baseline: 20.00%
[2025-10-11T05:02:02.490429] [INFO ] [CONFIGURE ] ABCB: Total time: 37.6 minutes
[2025-10-11T05:02:02.490457] [INFO ] [CONFIGURE ] ABCB: Average time per feature: 77.7 seconds
[2025-10-11T05:02:02.490485] [INFO ] [CONFIGURE ] ABCB: Average speed: 0.01 features/sec
[2025-10-11T05:02:02.490883] [INFO ] [LOCAL     ] Saved configuration for ABCB: 1 features, 70.00% accuracy -> ./output/feature-sets/ABCB.json
[2025-10-11T05:02:02.490941] [INFO ] [CONFIGURE ] ABCB: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T05:02:02.490981] [INFO ] [sig       ] [6/1823] Successfully configured ABCB | 0.00 sym/s | Total: 4.0h | ETA: 1221.3h
[2025-10-11T05:02:02.491015] [INFO ] [sig       ] [7/1823] Configuring ABEV...
[2025-10-11T05:02:02.491044] [INFO ] [CONFIGURE ] ABEV: Configurate test run.
[2025-10-11T05:02:02.491090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-10-11T05:02:02.503428] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABEV'.
[2025-10-11T05:02:02.503978] [INFO ] [CONFIGURE ] ABEV: Testing with 29 available features
[2025-10-11T05:02:02.504037] [INFO ] [CONFIGURE ] ABEV: Establishing baseline with no features...
[2025-10-11T05:02:03.060729] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:02:03.211580] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:02:16.075463] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:02:28.807099] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:02:40.020545] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:02:40.155336] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:02:48.961334] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:02:51.455378] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:03:03.580389] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:03:15.486242] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:03:15.486467] [INFO ] [CONFIGURE ] ABEV: Baseline score (no features): 50.00%
[2025-10-11T05:03:15.486539] [INFO ] [CONFIGURE ] ABEV: Testing feature 1/29: add_bollinger_bands
[2025-10-11T05:03:15.486582] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_bollinger_bands']
[2025-10-11T05:03:25.123405] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:03:36.909001] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:03:44.181918] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:03:53.972213] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:04:06.842506] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:04:19.462359] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:04:21.746190] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:04:22.976308] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:04:31.210213] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:04:44.039285] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:04:44.039496] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T05:04:44.039561] [INFO ] [CONFIGURE ] JOB ETA: 1178.6h | Avg: 80.5s/test | Remaining: 52693 tests
[2025-10-11T05:04:44.039601] [INFO ] [CONFIGURE ] ABEV: Testing feature 2/29: add_cumulative_delta
[2025-10-11T05:04:44.039634] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_cumulative_delta']
[2025-10-11T05:04:52.243108] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:05:04.574759] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:05:16.716868] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:05:29.136472] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:05:41.585639] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:05:53.854447] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:06:01.315996] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:06:01.826028] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:06:02.197074] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:06:02.601789] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:06:02.601980] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T05:06:02.602045] [INFO ] [CONFIGURE ] JOB ETA: 1178.4h | Avg: 80.5s/test | Remaining: 52692 tests
[2025-10-11T05:06:02.602087] [INFO ] [CONFIGURE ] ABEV: Testing feature 3/29: add_daily_returns
[2025-10-11T05:06:02.602206] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns']
[2025-10-11T05:06:03.141525] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:06:15.747897] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:06:28.481074] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:06:41.323789] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:06:54.012430] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:06:54.732801] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:07:07.495961] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:07:07.726606] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:07:21.024389] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:07:33.926712] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:07:33.926899] [INFO ] [CONFIGURE ] ABEV: KEPT add_daily_returns (score: 60.00%)
[2025-10-11T05:07:33.926963] [INFO ] [CONFIGURE ] JOB ETA: 1179.3h | Avg: 80.6s/test | Remaining: 52691 tests
[2025-10-11T05:07:33.927002] [INFO ] [CONFIGURE ] ABEV: Testing feature 4/29: add_ema
[2025-10-11T05:07:33.927036] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T05:07:46.328574] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:07:57.877993] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:08:00.943636] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:08:13.674037] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:08:26.500679] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:08:34.878774] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:08:35.257134] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:08:44.862717] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:08:57.954961] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:09:04.875114] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:09:04.875345] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_ema (score: 40.00%)
[2025-10-11T05:09:04.875411] [INFO ] [CONFIGURE ] JOB ETA: 1180.2h | Avg: 80.6s/test | Remaining: 52690 tests
[2025-10-11T05:09:04.875451] [INFO ] [CONFIGURE ] ABEV: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T05:09:04.875487] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T05:09:05.318133] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:09:05.762894] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:09:06.057489] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:09:06.394610] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:09:06.587143] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:09:07.237181] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:09:08.134914] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:09:20.741853] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:09:20.948058] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:09:33.409992] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:09:33.410168] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T05:09:33.410232] [INFO ] [CONFIGURE ] JOB ETA: 1175.8h | Avg: 80.3s/test | Remaining: 52689 tests
[2025-10-11T05:09:33.410307] [INFO ] [CONFIGURE ] ABEV: Testing feature 6/29: add_failed_moves
[2025-10-11T05:09:33.410359] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T05:09:45.889419] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:09:58.465949] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:10:04.436322] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:10:17.300483] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:10:18.102674] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:10:29.413182] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:10:29.685755] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:10:29.928947] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:10:31.110574] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:10:31.879081] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:10:31.879266] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-11T05:10:31.879353] [INFO ] [CONFIGURE ] JOB ETA: 1174.0h | Avg: 80.2s/test | Remaining: 52688 tests
[2025-10-11T05:10:31.879438] [INFO ] [CONFIGURE ] ABEV: Testing feature 7/29: add_lag_shelf
[2025-10-11T05:10:31.879505] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T05:10:44.376528] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:10:45.528354] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:10:58.187007] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:11:11.135285] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:11:12.049186] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:11:24.621410] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:11:37.501059] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:11:50.874580] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:12:03.989208] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:12:16.707076] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:12:16.708369] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T05:12:16.708434] [INFO ] [CONFIGURE ] JOB ETA: 1176.0h | Avg: 80.4s/test | Remaining: 52687 tests
[2025-10-11T05:12:16.708484] [INFO ] [CONFIGURE ] ABEV: Testing feature 8/29: add_macd
[2025-10-11T05:12:16.708566] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T05:12:28.167413] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:12:39.938782] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:12:51.703462] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:13:03.439446] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:13:15.255843] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:13:27.224835] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:13:39.095444] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:13:51.162013] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:14:03.297059] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:14:15.189615] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:14:15.189849] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_macd (score: 50.00%)
[2025-10-11T05:14:15.189914] [INFO ] [CONFIGURE ] JOB ETA: 1179.1h | Avg: 80.6s/test | Remaining: 52686 tests
[2025-10-11T05:14:15.189954] [INFO ] [CONFIGURE ] ABEV: Testing feature 9/29: add_mfi
[2025-10-11T05:14:15.189990] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T05:14:28.046393] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:14:40.738101] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:14:53.576211] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:15:06.431116] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:15:19.342875] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T05:15:32.285136] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:15:41.459119] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:15:46.908836] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:15:54.139744] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:16:06.961584] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:16:06.961832] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T05:16:06.961896] [INFO ] [CONFIGURE ] JOB ETA: 1181.6h | Avg: 80.7s/test | Remaining: 52685 tests
[2025-10-11T05:16:06.961947] [INFO ] [CONFIGURE ] ABEV: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T05:16:06.962006] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T05:16:18.904318] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:16:30.989596] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:16:43.163853] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:16:55.402016] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:17:05.667325] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:17:18.079191] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:17:29.760332] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:17:42.268421] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:17:55.097588] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:18:01.155535] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:18:01.155759] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T05:18:01.155824] [INFO ] [CONFIGURE ] JOB ETA: 1184.2h | Avg: 80.9s/test | Remaining: 52684 tests
[2025-10-11T05:18:01.155876] [INFO ] [CONFIGURE ] ABEV: Testing feature 11/29: add_obv_daily
[2025-10-11T05:18:01.155935] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T05:18:13.458427] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:18:25.778590] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:18:38.479247] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:18:50.874256] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:19:03.713247] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:19:16.254190] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:19:16.422605] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:19:16.729766] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:19:29.400258] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:19:29.585052] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:19:29.585214] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T05:19:29.585278] [INFO ] [CONFIGURE ] JOB ETA: 1184.8h | Avg: 81.0s/test | Remaining: 52683 tests
[2025-10-11T05:19:29.585316] [INFO ] [CONFIGURE ] ABEV: Testing feature 12/29: add_obv_interval
[2025-10-11T05:19:29.585349] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T05:19:39.609002] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:19:51.969396] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:19:53.298414] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:19:53.950533] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:20:06.985937] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:20:19.817271] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:20:30.819403] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:20:31.259217] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:20:31.571185] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:20:40.484191] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:20:40.484366] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T05:20:40.484430] [INFO ] [CONFIGURE ] JOB ETA: 1184.0h | Avg: 80.9s/test | Remaining: 52682 tests
[2025-10-11T05:20:40.484469] [INFO ] [CONFIGURE ] ABEV: Testing feature 13/29: add_opening_strength
[2025-10-11T05:20:40.484502] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T05:20:52.389923] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:21:04.186191] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:21:13.691536] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:21:25.471435] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T05:21:37.584434] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:21:49.653120] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:21:57.293416] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:22:09.702119] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:22:22.168471] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:22:34.434707] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:22:34.434908] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T05:22:34.434970] [INFO ] [CONFIGURE ] JOB ETA: 1186.5h | Avg: 81.1s/test | Remaining: 52681 tests
[2025-10-11T05:22:34.435019] [INFO ] [CONFIGURE ] ABEV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T05:22:34.435075] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T05:22:46.870850] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:22:59.356466] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:23:11.968675] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:23:24.713491] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:23:35.322064] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:23:48.078050] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:24:01.264330] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:24:14.579187] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:24:27.515862] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:24:40.437031] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:24:40.437249] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T05:24:40.437319] [INFO ] [CONFIGURE ] JOB ETA: 1190.0h | Avg: 81.3s/test | Remaining: 52680 tests
[2025-10-11T05:24:40.437377] [INFO ] [CONFIGURE ] ABEV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T05:24:40.437436] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T05:24:52.820927] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:25:05.291500] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:25:11.165667] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:25:23.530914] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:25:36.326805] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:25:49.124903] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:26:02.027244] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:26:15.394768] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:26:28.608613] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:26:41.778402] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:26:41.778610] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-11T05:26:41.778697] [INFO ] [CONFIGURE ] JOB ETA: 1193.1h | Avg: 81.5s/test | Remaining: 52679 tests
[2025-10-11T05:26:41.778760] [INFO ] [CONFIGURE ] ABEV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T05:26:41.778819] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T05:26:53.775385] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:27:00.465000] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:27:12.694276] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:27:24.785013] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:27:37.199418] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:27:49.677659] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:28:02.472682] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:28:15.385561] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:28:28.187822] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:28:41.183931] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:28:41.184083] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T05:28:41.184145] [INFO ] [CONFIGURE ] JOB ETA: 1196.0h | Avg: 81.7s/test | Remaining: 52678 tests
[2025-10-11T05:28:41.184195] [INFO ] [CONFIGURE ] ABEV: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T05:28:41.184253] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T05:28:42.459773] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:28:43.196251] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:28:43.591911] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:28:56.279042] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:29:09.211105] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:29:16.174462] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:29:29.164730] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:29:29.434982] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:29:41.481563] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:29:42.199096] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:29:42.199267] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-11T05:29:42.199330] [INFO ] [CONFIGURE ] JOB ETA: 1194.4h | Avg: 81.6s/test | Remaining: 52677 tests
[2025-10-11T05:29:42.199382] [INFO ] [CONFIGURE ] ABEV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T05:29:42.199440] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T05:29:53.050102] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:30:05.615133] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:30:16.910785] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:30:17.325518] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:30:17.716350] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T05:30:17.955958] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:30:18.141062] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:30:18.747084] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:30:31.225747] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:30:44.112222] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:30:44.112429] [INFO ] [CONFIGURE ] ABEV: KEPT add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T05:30:44.112492] [INFO ] [CONFIGURE ] JOB ETA: 1192.9h | Avg: 81.5s/test | Remaining: 52676 tests
[2025-10-11T05:30:44.112544] [INFO ] [CONFIGURE ] ABEV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T05:30:44.112600] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-11T05:30:51.173586] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:31:03.720267] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:31:12.721435] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:31:25.341192] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:31:38.143170] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T05:31:50.953430] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:32:04.127531] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:32:04.523351] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:32:05.134854] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:32:05.462960] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:32:05.463196] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T05:32:05.463260] [INFO ] [CONFIGURE ] JOB ETA: 1192.9h | Avg: 81.5s/test | Remaining: 52675 tests
[2025-10-11T05:32:05.463301] [INFO ] [CONFIGURE ] ABEV: Testing feature 20/29: add_price_rejection
[2025-10-11T05:32:05.463334] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-11T05:32:05.872091] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:32:06.784441] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:32:07.449785] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:32:19.557861] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:32:31.730823] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:32:43.865036] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:32:56.678529] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:33:09.196518] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:33:21.755793] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:33:27.328188] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:33:27.328417] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T05:33:27.328482] [INFO ] [CONFIGURE ] JOB ETA: 1192.9h | Avg: 81.5s/test | Remaining: 52674 tests
[2025-10-11T05:33:27.328536] [INFO ] [CONFIGURE ] ABEV: Testing feature 21/29: add_range_position
[2025-10-11T05:33:27.328595] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-11T05:33:27.798115] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:33:28.372416] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:33:40.568870] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:33:52.877545] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:34:05.530594] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:34:18.161686] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:34:30.705543] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:34:43.277277] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:34:55.980901] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:35:02.843617] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:35:02.843846] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T05:35:02.843911] [INFO ] [CONFIGURE ] JOB ETA: 1193.9h | Avg: 81.6s/test | Remaining: 52673 tests
[2025-10-11T05:35:02.843965] [INFO ] [CONFIGURE ] ABEV: Testing feature 22/29: add_realized_volatility
[2025-10-11T05:35:02.844023] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-11T05:35:12.167809] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:35:24.807419] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:35:37.197542] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:35:44.241190] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:35:56.862184] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:36:09.638850] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:36:22.199815] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:36:35.104015] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:36:48.060128] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:37:01.299543] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:37:01.299794] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T05:37:01.299859] [INFO ] [CONFIGURE ] JOB ETA: 1196.6h | Avg: 81.8s/test | Remaining: 52672 tests
[2025-10-11T05:37:01.299914] [INFO ] [CONFIGURE ] ABEV: Testing feature 23/29: add_recent_range_context
[2025-10-11T05:37:01.299973] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-11T05:37:01.830436] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:37:14.260313] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:37:26.299434] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:37:38.674240] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:37:51.327485] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:38:04.033851] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:38:17.155508] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:38:30.114630] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:38:33.125830] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:38:33.866981] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:38:33.867231] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T05:38:33.867383] [INFO ] [CONFIGURE ] JOB ETA: 1197.4h | Avg: 81.8s/test | Remaining: 52671 tests
[2025-10-11T05:38:33.867478] [INFO ] [CONFIGURE ] ABEV: Testing feature 24/29: add_rsi
[2025-10-11T05:38:33.867557] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-11T05:38:34.088325] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:38:35.060041] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:38:46.919366] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:38:47.405461] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:38:55.127412] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T05:39:07.942342] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:39:18.438482] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:39:31.403270] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:39:36.523629] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:39:49.254906] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:39:49.255180] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T05:39:49.255244] [INFO ] [CONFIGURE ] JOB ETA: 1196.9h | Avg: 81.8s/test | Remaining: 52670 tests
[2025-10-11T05:39:49.255302] [INFO ] [CONFIGURE ] ABEV: Testing feature 25/29: add_tick_distribution
[2025-10-11T05:39:49.255385] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-11T05:40:01.815021] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:40:02.031835] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:40:02.611922] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:40:15.062136] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:40:26.208563] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:40:26.391009] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:40:26.706131] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:40:27.368855] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:40:40.225520] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:40:53.107410] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:40:53.107601] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T05:40:53.107686] [INFO ] [CONFIGURE ] JOB ETA: 1195.6h | Avg: 81.7s/test | Remaining: 52669 tests
[2025-10-11T05:40:53.107761] [INFO ] [CONFIGURE ] ABEV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T05:40:53.107818] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-11T05:41:04.399858] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:41:15.928737] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T05:41:27.639805] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:41:39.697987] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:41:51.933625] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:42:04.015010] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:42:16.320399] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:42:28.801897] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:42:41.376626] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:42:42.896583] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:42:42.896917] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-11T05:42:42.896979] [INFO ] [CONFIGURE ] JOB ETA: 1197.6h | Avg: 81.9s/test | Remaining: 52668 tests
[2025-10-11T05:42:42.897032] [INFO ] [CONFIGURE ] ABEV: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T05:42:42.897090] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-11T05:42:43.411475] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:42:55.452563] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:43:01.986029] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:43:02.432530] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:43:02.824190] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T05:43:07.511105] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:43:20.143805] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:43:33.074291] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:43:42.534977] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:43:42.777327] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:43:42.777515] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T05:43:42.777577] [INFO ] [CONFIGURE ] JOB ETA: 1196.0h | Avg: 81.7s/test | Remaining: 52667 tests
[2025-10-11T05:43:42.777617] [INFO ] [CONFIGURE ] ABEV: Testing feature 28/29: add_volume_profile
[2025-10-11T05:43:42.779678] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-11T05:43:43.403472] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:43:55.547279] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:44:05.693511] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:44:06.825996] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:44:09.171901] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T05:44:21.614609] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:44:21.798730] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:44:34.723271] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:44:42.918977] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:44:55.588810] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:44:55.589023] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T05:44:55.589088] [INFO ] [CONFIGURE ] JOB ETA: 1195.3h | Avg: 81.7s/test | Remaining: 52666 tests
[2025-10-11T05:44:55.589159] [INFO ] [CONFIGURE ] ABEV: Testing feature 29/29: add_vwap
[2025-10-11T05:44:55.589217] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-11T05:44:56.074237] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:45:08.252415] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T05:45:20.498263] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T05:45:32.664753] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T05:45:44.990005] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T05:45:46.733099] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T05:45:47.261893] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:45:48.129246] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T05:46:00.463898] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T05:46:01.056989] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:46:01.057142] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T05:46:01.057205] [INFO ] [CONFIGURE ] JOB ETA: 1194.1h | Avg: 81.6s/test | Remaining: 52665 tests
[2025-10-11T05:46:01.057245] [INFO ] [CONFIGURE ] ABEV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T05:46:01.057277] [INFO ] [CONFIGURE ] ABEV: Best accuracy: 70.00%
[2025-10-11T05:46:01.057311] [INFO ] [CONFIGURE ] ABEV: Best feature set (2 features): ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T05:46:01.057345] [INFO ] [CONFIGURE ] ABEV: Improvement over baseline: 20.00%
[2025-10-11T05:46:01.057380] [INFO ] [CONFIGURE ] ABEV: Total time: 42.8 minutes
[2025-10-11T05:46:01.057414] [INFO ] [CONFIGURE ] ABEV: Average time per feature: 88.5 seconds
[2025-10-11T05:46:01.057448] [INFO ] [CONFIGURE ] ABEV: Average speed: 0.01 features/sec
[2025-10-11T05:46:01.058639] [INFO ] [LOCAL     ] Saved configuration for ABEV: 2 features, 70.00% accuracy -> ./output/feature-sets/ABEV.json
[2025-10-11T05:46:01.058719] [INFO ] [CONFIGURE ] ABEV: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-11T05:46:01.058760] [INFO ] [sig       ] [7/1823] Successfully configured ABEV | 0.00 sym/s | Total: 4.8h | ETA: 1236.4h
[2025-10-11T05:46:01.058794] [INFO ] [sig       ] [8/1823] Configuring ABG...
[2025-10-11T05:46:01.058824] [INFO ] [CONFIGURE ] ABG: Configurate test run.
[2025-10-11T05:46:01.058869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-10-11T05:46:01.071676] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABG'.
[2025-10-11T05:46:01.072021] [INFO ] [CONFIGURE ] ABG: Testing with 29 available features
[2025-10-11T05:46:01.072079] [INFO ] [CONFIGURE ] ABG: Establishing baseline with no features...
[2025-10-11T05:46:03.629181] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:46:15.717419] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:46:27.964462] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:46:40.122318] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:46:52.357511] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:47:04.556991] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:47:08.176248] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:47:13.461815] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:47:26.255577] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:47:39.327714] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:47:39.327887] [INFO ] [CONFIGURE ] ABG: Baseline score (no features): 60.00%
[2025-10-11T05:47:39.327974] [INFO ] [CONFIGURE ] ABG: Testing feature 1/29: add_bollinger_bands
[2025-10-11T05:47:39.328035] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands']
[2025-10-11T05:47:50.999605] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:47:59.858302] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:48:11.521230] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:48:23.449018] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:48:35.462812] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:48:35.844686] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:48:36.679954] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:48:49.178597] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:49:01.306148] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:49:13.615095] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:49:13.615252] [INFO ] [CONFIGURE ] ABG: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T05:49:13.615315] [INFO ] [CONFIGURE ] JOB ETA: 1195.0h | Avg: 81.7s/test | Remaining: 52664 tests
[2025-10-11T05:49:13.615353] [INFO ] [CONFIGURE ] ABG: Testing feature 2/29: add_cumulative_delta
[2025-10-11T05:49:13.615386] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T05:49:24.684558] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:49:29.552882] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:49:29.870946] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T05:49:30.158878] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:49:31.354677] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:49:32.124236] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:49:43.475307] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T05:49:44.791840] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:49:45.983466] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:49:46.441793] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:49:46.441955] [INFO ] [CONFIGURE ] ABG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T05:49:46.442017] [INFO ] [CONFIGURE ] JOB ETA: 1191.5h | Avg: 81.4s/test | Remaining: 52663 tests
[2025-10-11T05:49:46.442056] [INFO ] [CONFIGURE ] ABG: Testing feature 3/29: add_daily_returns
[2025-10-11T05:49:46.442089] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T05:49:46.925396] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:49:58.486540] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:50:09.944266] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:50:10.643420] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:50:22.188599] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:50:33.228350] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:50:44.906506] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:50:54.272813] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:50:55.055929] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:50:55.676977] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:50:55.677191] [INFO ] [CONFIGURE ] ABG: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-11T05:50:55.677255] [INFO ] [CONFIGURE ] JOB ETA: 1190.6h | Avg: 81.4s/test | Remaining: 52662 tests
[2025-10-11T05:50:55.677296] [INFO ] [CONFIGURE ] ABG: Testing feature 4/29: add_ema
[2025-10-11T05:50:55.677330] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T05:51:01.640184] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:51:12.857867] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:51:18.728569] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:51:30.323734] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:51:39.927831] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:51:51.534001] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:52:03.183393] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:52:03.782899] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:52:04.788232] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:52:16.967974] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:52:16.968275] [INFO ] [CONFIGURE ] ABG: DISCARDED add_ema (score: 70.00%)
[2025-10-11T05:52:16.968340] [INFO ] [CONFIGURE ] JOB ETA: 1190.5h | Avg: 81.4s/test | Remaining: 52661 tests
[2025-10-11T05:52:16.968381] [INFO ] [CONFIGURE ] ABG: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T05:52:16.968437] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T05:52:28.386462] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:52:39.844875] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:52:51.322859] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:53:02.958437] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:53:14.464631] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:53:25.726872] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:53:37.382917] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:53:46.325184] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:53:58.234207] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:54:10.430904] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:54:10.431118] [INFO ] [CONFIGURE ] ABG: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T05:54:10.431199] [INFO ] [CONFIGURE ] JOB ETA: 1192.8h | Avg: 81.5s/test | Remaining: 52660 tests
[2025-10-11T05:54:10.431239] [INFO ] [CONFIGURE ] ABG: Testing feature 6/29: add_failed_moves
[2025-10-11T05:54:10.431271] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T05:54:22.223537] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:54:22.565573] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:54:23.572579] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:54:30.304473] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:54:36.459841] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:54:48.332607] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:54:48.805790] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:55:01.279598] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:55:13.322885] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:55:25.675472] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:55:25.675672] [INFO ] [CONFIGURE ] ABG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T05:55:25.675735] [INFO ] [CONFIGURE ] JOB ETA: 1192.3h | Avg: 81.5s/test | Remaining: 52659 tests
[2025-10-11T05:55:25.675774] [INFO ] [CONFIGURE ] ABG: Testing feature 7/29: add_lag_shelf
[2025-10-11T05:55:25.675808] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T05:55:32.978880] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:55:33.582180] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:55:44.944504] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:55:51.189014] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:55:54.984178] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:56:04.780960] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:56:05.121267] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:56:05.536282] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:56:17.437084] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:56:29.563856] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:56:29.564082] [INFO ] [CONFIGURE ] ABG: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T05:56:29.564167] [INFO ] [CONFIGURE ] JOB ETA: 1191.1h | Avg: 81.4s/test | Remaining: 52658 tests
[2025-10-11T05:56:29.564250] [INFO ] [CONFIGURE ] ABG: Testing feature 8/29: add_macd
[2025-10-11T05:56:29.564306] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T05:56:33.532715] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:56:34.212979] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:56:34.759823] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T05:56:46.181489] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T05:56:54.921538] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:57:01.475988] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:57:13.300582] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:57:24.915873] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:57:25.761298] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:57:35.745298] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T05:57:35.745513] [INFO ] [CONFIGURE ] ABG: DISCARDED add_macd (score: 40.00%)
[2025-10-11T05:57:35.745591] [INFO ] [CONFIGURE ] JOB ETA: 1190.0h | Avg: 81.4s/test | Remaining: 52657 tests
[2025-10-11T05:57:35.745675] [INFO ] [CONFIGURE ] ABG: Testing feature 9/29: add_mfi
[2025-10-11T05:57:35.745735] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T05:57:47.487992] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:57:59.117897] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:58:10.763511] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:58:22.539564] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:58:34.474034] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:58:46.252371] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T05:58:58.257559] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T05:59:02.851816] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T05:59:03.344875] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T05:59:03.640794] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T05:59:03.640988] [INFO ] [CONFIGURE ] ABG: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T05:59:03.641050] [INFO ] [CONFIGURE ] JOB ETA: 1190.4h | Avg: 81.4s/test | Remaining: 52656 tests
[2025-10-11T05:59:03.641090] [INFO ] [CONFIGURE ] ABG: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T05:59:03.641124] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T05:59:04.196919] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T05:59:10.259625] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T05:59:21.764419] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T05:59:33.246536] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T05:59:44.880459] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T05:59:56.497577] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:00:07.032528] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:00:07.322065] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:00:07.572086] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:00:19.041801] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T06:00:19.042171] [INFO ] [CONFIGURE ] ABG: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T06:00:19.042235] [INFO ] [CONFIGURE ] JOB ETA: 1190.0h | Avg: 81.4s/test | Remaining: 52655 tests
[2025-10-11T06:00:19.042275] [INFO ] [CONFIGURE ] ABG: Testing feature 11/29: add_obv_daily
[2025-10-11T06:00:19.042309] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T06:00:30.149734] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:00:41.099663] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:00:51.910570] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:01:02.864055] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:01:13.876236] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:01:24.846469] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:01:31.746022] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:01:32.264304] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:01:43.175851] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:01:44.034398] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:01:44.034556] [INFO ] [CONFIGURE ] ABG: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T06:01:44.034631] [INFO ] [CONFIGURE ] JOB ETA: 1190.2h | Avg: 81.4s/test | Remaining: 52654 tests
[2025-10-11T06:01:44.034711] [INFO ] [CONFIGURE ] ABG: Testing feature 12/29: add_obv_interval
[2025-10-11T06:01:44.034752] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T06:01:44.400294] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:01:44.788318] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:01:56.322104] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:01:57.303832] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:02:02.856682] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:02:09.213868] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:02:09.895097] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:02:21.898378] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T06:02:34.046551] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:02:35.491400] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:02:35.491728] [INFO ] [CONFIGURE ] ABG: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T06:02:35.491825] [INFO ] [CONFIGURE ] JOB ETA: 1188.1h | Avg: 81.2s/test | Remaining: 52653 tests
[2025-10-11T06:02:35.491906] [INFO ] [CONFIGURE ] ABG: Testing feature 13/29: add_opening_strength
[2025-10-11T06:02:35.491984] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T06:02:46.355129] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:02:57.609764] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:03:08.667808] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:03:19.816609] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:03:31.099842] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:03:35.195474] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:03:46.518360] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:03:48.625951] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:03:56.035330] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:04:07.441337] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:04:07.441547] [INFO ] [CONFIGURE ] ABG: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T06:04:07.441609] [INFO ] [CONFIGURE ] JOB ETA: 1188.8h | Avg: 81.3s/test | Remaining: 52652 tests
[2025-10-11T06:04:07.441674] [INFO ] [CONFIGURE ] ABG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T06:04:07.441730] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T06:04:19.059981] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:04:30.481355] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:04:32.803155] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:04:33.298868] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:04:37.198602] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:04:39.509773] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:04:51.596480] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:04:52.430367] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:04:59.721899] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:05:11.858715] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:05:11.858892] [INFO ] [CONFIGURE ] ABG: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T06:05:11.858955] [INFO ] [CONFIGURE ] JOB ETA: 1187.7h | Avg: 81.2s/test | Remaining: 52651 tests
[2025-10-11T06:05:11.858994] [INFO ] [CONFIGURE ] ABG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T06:05:11.859048] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T06:05:23.292070] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:05:23.457328] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:05:23.772630] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:05:35.402352] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T06:05:47.464724] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:05:59.531038] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:06:00.506711] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:06:12.705010] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:06:13.480708] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:06:23.537823] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:06:23.538032] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T06:06:23.538100] [INFO ] [CONFIGURE ] JOB ETA: 1187.0h | Avg: 81.2s/test | Remaining: 52650 tests
[2025-10-11T06:06:23.538140] [INFO ] [CONFIGURE ] ABG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T06:06:23.538174] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T06:06:24.028801] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:06:35.680772] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:06:47.169076] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:06:58.968090] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:07:10.699897] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:07:22.552222] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:07:34.438981] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:07:46.398466] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T06:07:58.412929] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:07:59.880175] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:07:59.880381] [INFO ] [CONFIGURE ] ABG: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T06:07:59.880444] [INFO ] [CONFIGURE ] JOB ETA: 1188.0h | Avg: 81.2s/test | Remaining: 52649 tests
[2025-10-11T06:07:59.880485] [INFO ] [CONFIGURE ] ABG: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T06:07:59.880518] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-11T06:08:10.989276] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:08:21.900393] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:08:32.774520] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:08:44.057089] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T06:08:55.317906] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:09:06.919466] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:09:18.673621] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:09:30.549846] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:09:32.474861] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:09:44.424414] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:09:44.424622] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-11T06:09:44.424711] [INFO ] [CONFIGURE ] JOB ETA: 1189.5h | Avg: 81.3s/test | Remaining: 52648 tests
[2025-10-11T06:09:44.424759] [INFO ] [CONFIGURE ] ABG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T06:09:44.424795] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-11T06:09:45.352900] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:09:45.978799] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:09:46.602931] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:09:58.091699] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:09:58.743275] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:09:59.401337] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:10:11.246345] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:10:23.265967] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T06:10:35.229407] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:10:47.299886] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:10:47.300097] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T06:10:47.300160] [INFO ] [CONFIGURE ] JOB ETA: 1188.3h | Avg: 81.3s/test | Remaining: 52647 tests
[2025-10-11T06:10:47.300198] [INFO ] [CONFIGURE ] ABG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T06:10:47.300231] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-11T06:10:56.755784] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:11:08.225410] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:11:17.608249] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:11:18.148871] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:11:29.722089] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:11:41.254959] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:11:42.144998] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:11:54.025226] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T06:11:55.019334] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:11:55.654395] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:11:55.654563] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T06:11:55.654627] [INFO ] [CONFIGURE ] JOB ETA: 1187.4h | Avg: 81.2s/test | Remaining: 52646 tests
[2025-10-11T06:11:55.654702] [INFO ] [CONFIGURE ] ABG: Testing feature 20/29: add_price_rejection
[2025-10-11T06:11:55.654747] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-11T06:12:00.279253] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:12:00.725353] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:12:01.164947] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:12:01.655552] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:12:13.036761] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:12:24.637904] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:12:36.434555] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:12:37.660475] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T06:12:49.505763] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:13:01.098412] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:13:01.098595] [INFO ] [CONFIGURE ] ABG: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T06:13:01.098682] [INFO ] [CONFIGURE ] JOB ETA: 1186.4h | Avg: 81.1s/test | Remaining: 52645 tests
[2025-10-11T06:13:01.098736] [INFO ] [CONFIGURE ] ABG: Testing feature 21/29: add_range_position
[2025-10-11T06:13:01.098772] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-11T06:13:12.217887] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:13:23.362123] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:13:34.616702] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:13:46.012427] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:13:49.599521] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:14:01.003143] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:14:12.663218] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:14:24.142602] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T06:14:26.575389] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:14:38.178917] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:14:38.179132] [INFO ] [CONFIGURE ] ABG: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T06:14:38.179204] [INFO ] [CONFIGURE ] JOB ETA: 1187.4h | Avg: 81.2s/test | Remaining: 52644 tests
[2025-10-11T06:14:38.179264] [INFO ] [CONFIGURE ] ABG: Testing feature 22/29: add_realized_volatility
[2025-10-11T06:14:38.179321] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-11T06:14:49.875053] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:15:01.286368] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:15:12.831226] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:15:24.366075] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:15:35.774016] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:15:36.210501] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:15:36.712263] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:15:37.508319] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T06:15:37.958439] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:15:39.016173] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:15:39.016437] [INFO ] [CONFIGURE ] ABG: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T06:15:39.016505] [INFO ] [CONFIGURE ] JOB ETA: 1186.0h | Avg: 81.1s/test | Remaining: 52643 tests
[2025-10-11T06:15:39.016547] [INFO ] [CONFIGURE ] ABG: Testing feature 23/29: add_recent_range_context
[2025-10-11T06:15:39.016582] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-11T06:15:39.668211] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:15:51.292769] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:16:02.831624] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:16:14.596193] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:16:26.316560] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:16:38.080691] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:16:49.915081] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:17:01.797049] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:17:13.783679] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:17:25.842633] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:17:25.842853] [INFO ] [CONFIGURE ] ABG: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T06:17:25.842921] [INFO ] [CONFIGURE ] JOB ETA: 1187.7h | Avg: 81.2s/test | Remaining: 52642 tests
[2025-10-11T06:17:25.843005] [INFO ] [CONFIGURE ] ABG: Testing feature 24/29: add_rsi
[2025-10-11T06:17:25.843059] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-11T06:17:37.686246] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:17:49.279317] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:18:00.955662] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:18:12.405877] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:18:12.644944] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:18:13.219410] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:18:13.685965] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:18:14.402584] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T06:18:20.602821] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:18:21.511224] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:18:21.511395] [INFO ] [CONFIGURE ] ABG: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T06:18:21.511535] [INFO ] [CONFIGURE ] JOB ETA: 1186.0h | Avg: 81.1s/test | Remaining: 52641 tests
[2025-10-11T06:18:21.511582] [INFO ] [CONFIGURE ] ABG: Testing feature 25/29: add_tick_distribution
[2025-10-11T06:18:21.511619] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-11T06:18:31.658694] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:18:43.075070] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:18:54.539144] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:19:06.017694] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:19:17.569233] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:19:26.938114] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:19:27.270947] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:19:28.699168] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:19:40.598558] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:19:52.488543] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:19:52.488762] [INFO ] [CONFIGURE ] ABG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T06:19:52.488825] [INFO ] [CONFIGURE ] JOB ETA: 1186.6h | Avg: 81.2s/test | Remaining: 52640 tests
[2025-10-11T06:19:52.488864] [INFO ] [CONFIGURE ] ABG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T06:19:52.488897] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-11T06:20:04.133426] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:20:08.221321] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:20:19.746379] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:20:31.132836] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:20:42.805132] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:20:54.201946] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:21:05.791537] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:21:17.525335] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:21:18.463353] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:21:18.920520] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:21:18.920688] [INFO ] [CONFIGURE ] ABG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T06:21:18.920751] [INFO ] [CONFIGURE ] JOB ETA: 1186.9h | Avg: 81.2s/test | Remaining: 52639 tests
[2025-10-11T06:21:18.920789] [INFO ] [CONFIGURE ] ABG: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T06:21:18.920821] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-11T06:21:30.322583] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:21:30.796525] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:21:42.197087] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:21:43.003429] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:21:43.687891] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:21:55.227339] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:21:55.734370] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:22:07.211447] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:22:07.752898] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:22:08.216143] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:22:08.216335] [INFO ] [CONFIGURE ] ABG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T06:22:08.216381] [INFO ] [CONFIGURE ] JOB ETA: 1184.9h | Avg: 81.0s/test | Remaining: 52638 tests
[2025-10-11T06:22:08.216418] [INFO ] [CONFIGURE ] ABG: Testing feature 28/29: add_volume_profile
[2025-10-11T06:22:08.216488] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-11T06:22:08.852573] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:22:20.247626] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:22:21.750007] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:22:33.201563] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:22:44.661161] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:22:55.333627] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:23:07.064291] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:23:18.549845] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T06:23:30.443494] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:23:41.994464] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:23:41.994700] [INFO ] [CONFIGURE ] ABG: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T06:23:41.994771] [INFO ] [CONFIGURE ] JOB ETA: 1185.7h | Avg: 81.1s/test | Remaining: 52637 tests
[2025-10-11T06:23:41.994811] [INFO ] [CONFIGURE ] ABG: Testing feature 29/29: add_vwap
[2025-10-11T06:23:41.994880] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-11T06:23:53.243827] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T06:24:04.651135] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:24:16.045102] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:24:27.611000] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:24:39.362185] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:24:50.717298] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:25:02.749021] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T06:25:04.774449] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T06:25:16.636518] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:25:17.119772] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:25:17.119959] [INFO ] [CONFIGURE ] ABG: DISCARDED add_vwap (score: 80.00%)
[2025-10-11T06:25:17.120006] [INFO ] [CONFIGURE ] JOB ETA: 1186.5h | Avg: 81.2s/test | Remaining: 52636 tests
[2025-10-11T06:25:17.120043] [INFO ] [CONFIGURE ] ABG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T06:25:17.120073] [INFO ] [CONFIGURE ] ABG: Best accuracy: 80.00%
[2025-10-11T06:25:17.120104] [INFO ] [CONFIGURE ] ABG: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T06:25:17.120134] [INFO ] [CONFIGURE ] ABG: Improvement over baseline: 20.00%
[2025-10-11T06:25:17.120162] [INFO ] [CONFIGURE ] ABG: Total time: 37.6 minutes
[2025-10-11T06:25:17.120189] [INFO ] [CONFIGURE ] ABG: Average time per feature: 77.9 seconds
[2025-10-11T06:25:17.120217] [INFO ] [CONFIGURE ] ABG: Average speed: 0.01 features/sec
[2025-10-11T06:25:17.120717] [INFO ] [LOCAL     ] Saved configuration for ABG: 2 features, 80.00% accuracy -> ./output/feature-sets/ABG.json
[2025-10-11T06:25:17.120776] [INFO ] [CONFIGURE ] ABG: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T06:25:17.120818] [INFO ] [sig       ] [8/1823] Successfully configured ABG | 0.00 sym/s | Total: 5.4h | ETA: 1229.7h
[2025-10-11T06:25:17.120852] [INFO ] [sig       ] [9/1823] Configuring ABM...
[2025-10-11T06:25:17.120883] [INFO ] [CONFIGURE ] ABM: Configurate test run.
[2025-10-11T06:25:17.120931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-10-11T06:25:17.133002] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABM'.
[2025-10-11T06:25:17.133367] [INFO ] [CONFIGURE ] ABM: Testing with 29 available features
[2025-10-11T06:25:17.133426] [INFO ] [CONFIGURE ] ABM: Establishing baseline with no features...
[2025-10-11T06:25:30.721486] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T06:25:32.545793] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:25:33.047931] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:25:46.645991] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:26:00.456609] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:26:11.687974] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T06:26:25.833308] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:26:40.022426] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:26:53.756172] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:27:07.824983] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:27:07.825162] [INFO ] [CONFIGURE ] ABM: Baseline score (no features): 50.00%
[2025-10-11T06:27:07.825226] [INFO ] [CONFIGURE ] ABM: Testing feature 1/29: add_bollinger_bands
[2025-10-11T06:27:07.825263] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands']
[2025-10-11T06:27:19.625562] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:27:31.455231] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:27:43.217528] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:27:55.084521] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:28:06.979205] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:28:19.231095] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:28:31.093436] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:28:43.037665] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:28:55.420763] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:28:55.891838] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:28:55.892061] [INFO ] [CONFIGURE ] ABM: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-11T06:28:55.892127] [INFO ] [CONFIGURE ] JOB ETA: 1188.2h | Avg: 81.3s/test | Remaining: 52635 tests
[2025-10-11T06:28:55.892167] [INFO ] [CONFIGURE ] ABM: Testing feature 2/29: add_cumulative_delta
[2025-10-11T06:28:55.892220] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T06:28:56.427443] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:28:56.931134] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:29:06.430591] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:29:14.668738] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:29:20.575790] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:29:31.713598] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:29:41.872190] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:29:43.608015] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:29:44.063864] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T06:29:51.526304] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:29:51.526540] [INFO ] [CONFIGURE ] ABM: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T06:29:51.526602] [INFO ] [CONFIGURE ] JOB ETA: 1186.6h | Avg: 81.2s/test | Remaining: 52634 tests
[2025-10-11T06:29:51.526662] [INFO ] [CONFIGURE ] ABM: Testing feature 3/29: add_daily_returns
[2025-10-11T06:29:51.526741] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T06:29:56.355109] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:30:08.252109] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:30:20.167969] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:30:20.747426] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:30:21.918102] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:30:33.727564] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:30:33.891044] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:30:34.569679] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:30:46.910192] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:30:59.505421] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:30:59.505626] [INFO ] [CONFIGURE ] ABM: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-11T06:30:59.505711] [INFO ] [CONFIGURE ] JOB ETA: 1185.7h | Avg: 81.1s/test | Remaining: 52633 tests
[2025-10-11T06:30:59.505755] [INFO ] [CONFIGURE ] ABM: Testing feature 4/29: add_ema
[2025-10-11T06:30:59.505790] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T06:31:11.109793] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:31:22.790095] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:31:34.356047] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:31:45.658437] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:31:57.327825] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:32:08.758236] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:32:20.012320] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:32:31.768488] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:32:43.982416] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:32:55.882314] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:32:55.882501] [INFO ] [CONFIGURE ] ABM: DISCARDED add_ema (score: 70.00%)
[2025-10-11T06:32:55.882564] [INFO ] [CONFIGURE ] JOB ETA: 1187.9h | Avg: 81.3s/test | Remaining: 52632 tests
[2025-10-11T06:32:55.882618] [INFO ] [CONFIGURE ] ABM: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T06:32:55.882704] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T06:32:57.664199] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:33:08.487723] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:33:19.941881] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:33:31.401939] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:33:32.639277] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:33:41.007780] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:33:45.020631] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:33:45.370426] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:33:45.791796] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:33:58.074673] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:33:58.074905] [INFO ] [CONFIGURE ] ABM: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T06:33:58.074970] [INFO ] [CONFIGURE ] JOB ETA: 1186.7h | Avg: 81.2s/test | Remaining: 52631 tests
[2025-10-11T06:33:58.075039] [INFO ] [CONFIGURE ] ABM: Testing feature 6/29: add_failed_moves
[2025-10-11T06:33:58.075096] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T06:34:05.057888] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:34:16.963962] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:34:29.059208] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:34:38.223255] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:34:50.139343] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:35:02.519006] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:35:06.911837] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:35:18.775562] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:35:19.862440] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:35:32.636381] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:35:32.636808] [INFO ] [CONFIGURE ] ABM: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T06:35:32.636873] [INFO ] [CONFIGURE ] JOB ETA: 1187.5h | Avg: 81.2s/test | Remaining: 52630 tests
[2025-10-11T06:35:32.636924] [INFO ] [CONFIGURE ] ABM: Testing feature 7/29: add_lag_shelf
[2025-10-11T06:35:32.636983] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T06:35:33.138078] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:35:33.717150] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:35:42.307639] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:35:43.043381] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:35:44.370101] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:35:56.576010] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:36:08.446134] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:36:13.306559] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:36:13.991084] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:36:19.496635] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:36:19.496826] [INFO ] [CONFIGURE ] ABM: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T06:36:19.496872] [INFO ] [CONFIGURE ] JOB ETA: 1185.4h | Avg: 81.1s/test | Remaining: 52629 tests
[2025-10-11T06:36:19.496922] [INFO ] [CONFIGURE ] ABM: Testing feature 8/29: add_macd
[2025-10-11T06:36:19.496981] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T06:36:26.860071] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:36:27.408808] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:36:37.446340] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:36:46.187133] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:36:47.035329] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:36:55.243440] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:37:01.579369] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:37:04.735480] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:37:16.467257] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:37:28.246316] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:37:28.246777] [INFO ] [CONFIGURE ] ABM: DISCARDED add_macd (score: 70.00%)
[2025-10-11T06:37:28.246840] [INFO ] [CONFIGURE ] JOB ETA: 1184.6h | Avg: 81.0s/test | Remaining: 52628 tests
[2025-10-11T06:37:28.246898] [INFO ] [CONFIGURE ] ABM: Testing feature 9/29: add_mfi
[2025-10-11T06:37:28.246978] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T06:37:40.102593] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:37:41.732116] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:37:42.902160] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:37:43.420274] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:37:55.359549] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:37:57.006216] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:37:58.207389] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:37:58.563846] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:37:59.137302] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:38:11.751523] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:38:11.751814] [INFO ] [CONFIGURE ] ABM: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T06:38:11.751890] [INFO ] [CONFIGURE ] JOB ETA: 1182.3h | Avg: 80.9s/test | Remaining: 52627 tests
[2025-10-11T06:38:11.751963] [INFO ] [CONFIGURE ] ABM: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T06:38:11.752043] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T06:38:20.961202] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:38:32.927028] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:38:33.958952] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:38:46.012542] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:38:46.981519] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T06:38:47.675776] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:38:47.983690] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:39:00.151860] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:39:12.466815] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:39:24.898174] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:39:24.898419] [INFO ] [CONFIGURE ] ABM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T06:39:24.898483] [INFO ] [CONFIGURE ] JOB ETA: 1181.8h | Avg: 80.8s/test | Remaining: 52626 tests
[2025-10-11T06:39:24.898538] [INFO ] [CONFIGURE ] ABM: Testing feature 11/29: add_obv_daily
[2025-10-11T06:39:24.898619] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T06:39:36.796080] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:39:48.598836] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:40:00.411167] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:40:12.477473] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:40:24.444602] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:40:36.137753] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:40:47.255824] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:40:49.866549] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:41:02.245178] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:41:14.628834] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:41:14.629081] [INFO ] [CONFIGURE ] ABM: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T06:41:14.629147] [INFO ] [CONFIGURE ] JOB ETA: 1183.5h | Avg: 81.0s/test | Remaining: 52625 tests
[2025-10-11T06:41:14.629200] [INFO ] [CONFIGURE ] ABM: Testing feature 12/29: add_obv_interval
[2025-10-11T06:41:14.629279] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T06:41:26.522965] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:41:38.230108] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:41:38.424440] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:41:42.253070] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:41:54.150538] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:42:00.333836] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:42:00.836423] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:42:01.033132] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:42:13.483773] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:42:26.003126] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:42:26.003414] [INFO ] [CONFIGURE ] ABM: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T06:42:26.003481] [INFO ] [CONFIGURE ] JOB ETA: 1182.9h | Avg: 80.9s/test | Remaining: 52624 tests
[2025-10-11T06:42:26.003538] [INFO ] [CONFIGURE ] ABM: Testing feature 13/29: add_opening_strength
[2025-10-11T06:42:26.003599] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T06:42:37.677485] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:42:37.946382] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:42:38.128585] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:42:41.175518] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:42:52.708241] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:43:04.112107] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:43:15.714613] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:43:27.471041] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:43:39.424195] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T06:43:51.293147] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:43:51.293418] [INFO ] [CONFIGURE ] ABM: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T06:43:51.293481] [INFO ] [CONFIGURE ] JOB ETA: 1183.1h | Avg: 80.9s/test | Remaining: 52623 tests
[2025-10-11T06:43:51.293533] [INFO ] [CONFIGURE ] ABM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T06:43:51.293591] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-11T06:44:02.760582] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:44:14.560830] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:44:14.775676] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:44:14.980094] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:44:26.682816] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:44:27.267541] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:44:27.491995] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:44:32.917016] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:44:45.083469] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:44:45.280977] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:44:45.281188] [INFO ] [CONFIGURE ] ABM: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T06:44:45.281252] [INFO ] [CONFIGURE ] JOB ETA: 1181.5h | Avg: 80.8s/test | Remaining: 52622 tests
[2025-10-11T06:44:45.281302] [INFO ] [CONFIGURE ] ABM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T06:44:45.281359] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-11T06:44:45.847543] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:44:56.766232] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:45:08.674561] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:45:09.648945] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:45:21.360051] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:45:33.188575] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:45:33.367540] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:45:34.029474] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:45:46.556443] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:45:58.960980] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:45:58.961204] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T06:45:58.961268] [INFO ] [CONFIGURE ] JOB ETA: 1181.1h | Avg: 80.8s/test | Remaining: 52621 tests
[2025-10-11T06:45:58.961323] [INFO ] [CONFIGURE ] ABM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T06:45:58.961407] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-11T06:45:59.854182] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:46:11.403948] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:46:11.611854] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:46:11.791309] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:46:20.221752] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:46:31.849760] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:46:43.358169] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:46:55.129614] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:47:07.363444] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:47:10.866597] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:47:10.866803] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T06:47:10.866866] [INFO ] [CONFIGURE ] JOB ETA: 1180.5h | Avg: 80.8s/test | Remaining: 52620 tests
[2025-10-11T06:47:10.866920] [INFO ] [CONFIGURE ] ABM: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T06:47:10.866977] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-11T06:47:22.553337] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:47:29.051052] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:47:40.615527] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:47:52.269019] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:48:04.123597] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:48:15.762486] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:48:27.490615] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:48:39.463334] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:48:51.733995] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:49:04.038718] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:49:04.038956] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T06:49:04.039023] [INFO ] [CONFIGURE ] JOB ETA: 1182.4h | Avg: 80.9s/test | Remaining: 52619 tests
[2025-10-11T06:49:04.039079] [INFO ] [CONFIGURE ] ABM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T06:49:04.039139] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-11T06:49:15.952480] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:49:27.986587] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:49:39.969832] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:49:41.109219] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:49:53.032312] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:50:05.118187] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:50:17.119960] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:50:29.199220] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:50:42.079222] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:50:44.174723] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:50:44.174910] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T06:50:44.174973] [INFO ] [CONFIGURE ] JOB ETA: 1183.5h | Avg: 81.0s/test | Remaining: 52618 tests
[2025-10-11T06:50:44.175042] [INFO ] [CONFIGURE ] ABM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T06:50:44.175099] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-11T06:50:55.973394] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:51:07.756156] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:51:12.540882] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:51:24.512297] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:51:36.174005] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:51:48.095192] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:51:59.844888] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:52:11.873689] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:52:19.310800] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:52:19.499188] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:52:19.499334] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T06:52:19.499397] [INFO ] [CONFIGURE ] JOB ETA: 1184.3h | Avg: 81.0s/test | Remaining: 52617 tests
[2025-10-11T06:52:19.499449] [INFO ] [CONFIGURE ] ABM: Testing feature 20/29: add_price_rejection
[2025-10-11T06:52:19.499508] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-11T06:52:19.888481] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:52:21.664349] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:52:33.217907] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:52:45.076391] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:52:56.787155] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:53:08.641173] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:53:19.851618] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:53:31.584410] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:53:32.323198] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:53:32.804232] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:53:32.804414] [INFO ] [CONFIGURE ] ABM: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T06:53:32.804476] [INFO ] [CONFIGURE ] JOB ETA: 1183.9h | Avg: 81.0s/test | Remaining: 52616 tests
[2025-10-11T06:53:32.804527] [INFO ] [CONFIGURE ] ABM: Testing feature 21/29: add_range_position
[2025-10-11T06:53:32.804584] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-11T06:53:44.381009] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:53:55.957052] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T06:54:07.699780] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:54:19.306382] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T06:54:27.426798] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:54:38.662816] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:54:42.463477] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:54:42.813664] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:54:43.681050] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:54:44.206420] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:54:44.206699] [INFO ] [CONFIGURE ] ABM: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T06:54:44.206762] [INFO ] [CONFIGURE ] JOB ETA: 1183.3h | Avg: 81.0s/test | Remaining: 52615 tests
[2025-10-11T06:54:44.206817] [INFO ] [CONFIGURE ] ABM: Testing feature 22/29: add_realized_volatility
[2025-10-11T06:54:44.206875] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-11T06:54:55.984422] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:54:58.765857] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:55:01.942844] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:55:10.105242] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:55:18.735921] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:55:30.408226] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:55:31.008233] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:55:31.413256] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T06:55:43.772482] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:55:56.099217] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:55:56.099449] [INFO ] [CONFIGURE ] ABM: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T06:55:56.099515] [INFO ] [CONFIGURE ] JOB ETA: 1182.7h | Avg: 80.9s/test | Remaining: 52614 tests
[2025-10-11T06:55:56.100402] [INFO ] [CONFIGURE ] ABM: Testing feature 23/29: add_recent_range_context
[2025-10-11T06:55:56.100449] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-11T06:56:07.905151] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:56:18.142358] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:56:29.560130] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:56:41.747907] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:56:53.742568] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:56:54.300251] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:56:54.571271] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:57:00.588639] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:57:04.769332] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:57:15.056143] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:57:15.056346] [INFO ] [CONFIGURE ] ABM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T06:57:15.056420] [INFO ] [CONFIGURE ] JOB ETA: 1182.6h | Avg: 80.9s/test | Remaining: 52613 tests
[2025-10-11T06:57:15.056492] [INFO ] [CONFIGURE ] ABM: Testing feature 24/29: add_rsi
[2025-10-11T06:57:15.056570] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-11T06:57:26.554930] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T06:57:28.050492] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:57:37.250307] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T06:57:48.376282] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:57:49.296788] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:58:00.744026] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:58:12.010864] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T06:58:23.397084] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T06:58:24.136464] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T06:58:36.015905] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T06:58:36.016060] [INFO ] [CONFIGURE ] ABM: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T06:58:36.016124] [INFO ] [CONFIGURE ] JOB ETA: 1182.6h | Avg: 80.9s/test | Remaining: 52612 tests
[2025-10-11T06:58:36.016175] [INFO ] [CONFIGURE ] ABM: Testing feature 25/29: add_tick_distribution
[2025-10-11T06:58:36.016233] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-11T06:58:47.790267] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T06:58:59.412838] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T06:59:11.115154] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T06:59:22.956575] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T06:59:34.822084] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T06:59:46.432692] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T06:59:58.395345] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:00:09.528048] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:00:22.297109] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:00:34.499310] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:00:34.499526] [INFO ] [CONFIGURE ] ABM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T07:00:34.499589] [INFO ] [CONFIGURE ] JOB ETA: 1184.7h | Avg: 81.1s/test | Remaining: 52611 tests
[2025-10-11T07:00:34.499660] [INFO ] [CONFIGURE ] ABM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T07:00:34.499742] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-11T07:00:46.321283] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:00:57.103218] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T07:01:09.077309] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:01:21.119135] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:01:33.265521] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:01:45.401436] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:01:57.395791] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:02:09.267122] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:02:21.637974] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:02:34.040160] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:02:34.040362] [INFO ] [CONFIGURE ] ABM: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T07:02:34.040424] [INFO ] [CONFIGURE ] JOB ETA: 1186.9h | Avg: 81.2s/test | Remaining: 52610 tests
[2025-10-11T07:02:34.040475] [INFO ] [CONFIGURE ] ABM: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T07:02:34.040533] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-11T07:02:43.820230] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:02:55.610671] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T07:03:07.515514] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:03:07.739000] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:03:14.224177] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:03:19.885581] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:03:31.739121] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:03:43.740189] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:03:56.510193] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:04:02.807835] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:04:02.808042] [INFO ] [CONFIGURE ] ABM: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T07:04:02.808096] [INFO ] [CONFIGURE ] JOB ETA: 1187.3h | Avg: 81.2s/test | Remaining: 52609 tests
[2025-10-11T07:04:02.808137] [INFO ] [CONFIGURE ] ABM: Testing feature 28/29: add_volume_profile
[2025-10-11T07:04:02.808173] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-11T07:04:09.571715] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:04:09.826222] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T07:04:09.991055] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:04:21.378039] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:04:21.552519] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:04:32.945426] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:04:44.504956] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:04:44.722025] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:04:57.273041] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:05:09.439623] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:05:09.442842] [INFO ] [CONFIGURE ] ABM: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T07:05:09.442906] [INFO ] [CONFIGURE ] JOB ETA: 1186.4h | Avg: 81.2s/test | Remaining: 52608 tests
[2025-10-11T07:05:09.442958] [INFO ] [CONFIGURE ] ABM: Testing feature 29/29: add_vwap
[2025-10-11T07:05:09.443015] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-11T07:05:09.625970] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:05:13.763122] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T07:05:14.221012] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:05:14.601609] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:05:14.783635] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:05:26.384002] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:05:27.362302] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:05:38.982937] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:05:51.287060] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:06:03.641461] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:06:03.641632] [INFO ] [CONFIGURE ] ABM: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T07:06:03.641714] [INFO ] [CONFIGURE ] JOB ETA: 1184.9h | Avg: 81.1s/test | Remaining: 52607 tests
[2025-10-11T07:06:03.641760] [INFO ] [CONFIGURE ] ABM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T07:06:03.641793] [INFO ] [CONFIGURE ] ABM: Best accuracy: 80.00%
[2025-10-11T07:06:03.641825] [INFO ] [CONFIGURE ] ABM: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-11T07:06:03.641854] [INFO ] [CONFIGURE ] ABM: Improvement over baseline: 30.00%
[2025-10-11T07:06:03.641881] [INFO ] [CONFIGURE ] ABM: Total time: 38.9 minutes
[2025-10-11T07:06:03.641910] [INFO ] [CONFIGURE ] ABM: Average time per feature: 80.5 seconds
[2025-10-11T07:06:03.641943] [INFO ] [CONFIGURE ] ABM: Average speed: 0.01 features/sec
[2025-10-11T07:06:03.642349] [INFO ] [LOCAL     ] Saved configuration for ABM: 1 features, 80.00% accuracy -> ./output/feature-sets/ABM.json
[2025-10-11T07:06:03.642407] [INFO ] [CONFIGURE ] ABM: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-11T07:06:03.642447] [INFO ] [sig       ] [9/1823] Successfully configured ABM | 0.00 sym/s | Total: 6.1h | ETA: 1229.5h
[2025-10-11T07:06:03.642481] [INFO ] [sig       ] [10/1823] Configuring ABR...
[2025-10-11T07:06:03.642511] [INFO ] [CONFIGURE ] ABR: Configurate test run.
[2025-10-11T07:06:03.642559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-10-11T07:06:03.657229] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABR'.
[2025-10-11T07:06:03.657667] [INFO ] [CONFIGURE ] ABR: Testing with 29 available features
[2025-10-11T07:06:03.657728] [INFO ] [CONFIGURE ] ABR: Establishing baseline with no features...
[2025-10-11T07:06:08.536017] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:06:08.984741] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:06:09.116146] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:06:09.861161] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:06:10.393902] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:06:10.789884] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:06:11.595481] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:06:24.926352] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:06:38.532916] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:06:50.780903] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:06:50.781071] [INFO ] [CONFIGURE ] ABR: Baseline score (no features): 90.00%
[2025-10-11T07:06:50.781115] [INFO ] [CONFIGURE ] ABR: Testing feature 1/29: add_bollinger_bands
[2025-10-11T07:06:50.781149] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands']
[2025-10-11T07:06:50.998891] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:06:51.482420] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:06:51.852839] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:06:52.237824] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:07:05.037008] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:07:17.684320] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:07:30.591143] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:07:43.379992] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:07:56.134213] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:08:09.116339] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:08:09.117133] [INFO ] [CONFIGURE ] ABR: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-10-11T07:08:09.117196] [INFO ] [CONFIGURE ] JOB ETA: 1184.7h | Avg: 81.1s/test | Remaining: 52606 tests
[2025-10-11T07:08:09.117235] [INFO ] [CONFIGURE ] ABR: Testing feature 2/29: add_cumulative_delta
[2025-10-11T07:08:09.117268] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_cumulative_delta']
[2025-10-11T07:08:21.265280] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:08:33.610416] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:08:45.866778] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:08:58.070053] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:08:58.773333] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:08:59.533374] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:09:11.937312] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:09:24.296738] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:09:29.398583] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:09:30.040870] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:09:30.041022] [INFO ] [CONFIGURE ] ABR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T07:09:30.041066] [INFO ] [CONFIGURE ] JOB ETA: 1184.7h | Avg: 81.1s/test | Remaining: 52605 tests
[2025-10-11T07:09:30.041101] [INFO ] [CONFIGURE ] ABR: Testing feature 3/29: add_daily_returns
[2025-10-11T07:09:30.041140] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_daily_returns']
[2025-10-11T07:09:30.497046] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:09:30.810933] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:09:31.210152] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:09:31.706969] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:09:32.073753] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:09:32.396590] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:09:35.397080] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:09:48.247851] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:10:01.614532] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:10:14.760296] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:10:14.760454] [INFO ] [CONFIGURE ] ABR: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-11T07:10:14.760514] [INFO ] [CONFIGURE ] JOB ETA: 1182.6h | Avg: 80.9s/test | Remaining: 52604 tests
[2025-10-11T07:10:14.760551] [INFO ] [CONFIGURE ] ABR: Testing feature 4/29: add_ema
[2025-10-11T07:10:14.760583] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_ema']
[2025-10-11T07:10:27.049436] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:10:39.441877] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:10:39.920046] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:10:40.255228] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:10:40.707219] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:10:41.281136] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:10:41.864131] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:10:50.910489] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:11:03.735434] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:11:06.043219] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:11:06.043432] [INFO ] [CONFIGURE ] ABR: DISCARDED add_ema (score: 70.00%)
[2025-10-11T07:11:06.043496] [INFO ] [CONFIGURE ] JOB ETA: 1181.0h | Avg: 80.8s/test | Remaining: 52603 tests
[2025-10-11T07:11:06.043536] [INFO ] [CONFIGURE ] ABR: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T07:11:06.043569] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T07:11:16.508505] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:11:28.972739] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:11:29.469531] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:11:30.787144] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:11:42.715435] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:11:43.335098] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:11:44.534045] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:11:45.096842] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:11:57.487150] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:12:04.824832] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:12:04.825082] [INFO ] [CONFIGURE ] ABR: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T07:12:04.825146] [INFO ] [CONFIGURE ] JOB ETA: 1179.7h | Avg: 80.7s/test | Remaining: 52602 tests
[2025-10-11T07:12:04.825186] [INFO ] [CONFIGURE ] ABR: Testing feature 6/29: add_failed_moves
[2025-10-11T07:12:04.825219] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_failed_moves']
[2025-10-11T07:12:06.609313] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:12:20.310006] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:12:34.173621] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:12:47.566827] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:13:00.687286] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:13:08.775352] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:13:09.783208] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:13:23.208144] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:13:37.071194] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:13:50.862898] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:13:50.863098] [INFO ] [CONFIGURE ] ABR: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T07:13:50.863161] [INFO ] [CONFIGURE ] JOB ETA: 1181.1h | Avg: 80.8s/test | Remaining: 52601 tests
[2025-10-11T07:13:50.863200] [INFO ] [CONFIGURE ] ABR: Testing feature 7/29: add_lag_shelf
[2025-10-11T07:13:50.863252] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_lag_shelf']
[2025-10-11T07:13:51.915036] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:14:05.443543] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:14:12.404186] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:14:13.936133] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:14:27.523550] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:14:28.098542] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:14:28.872218] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:14:42.343448] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:14:56.253319] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:15:09.948494] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:15:09.951713] [INFO ] [CONFIGURE ] ABR: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-11T07:15:09.951787] [INFO ] [CONFIGURE ] JOB ETA: 1181.0h | Avg: 80.8s/test | Remaining: 52600 tests
[2025-10-11T07:15:09.951846] [INFO ] [CONFIGURE ] ABR: Testing feature 8/29: add_macd
[2025-10-11T07:15:09.951950] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T07:15:11.459674] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:15:20.220608] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:15:28.757821] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:15:40.547380] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:15:52.546447] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:16:00.006235] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:16:00.567579] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:16:01.321717] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:16:02.206578] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:16:14.317496] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:16:14.317764] [INFO ] [CONFIGURE ] ABR: DISCARDED add_macd (score: 70.00%)
[2025-10-11T07:16:14.317827] [INFO ] [CONFIGURE ] JOB ETA: 1180.1h | Avg: 80.8s/test | Remaining: 52599 tests
[2025-10-11T07:16:14.317868] [INFO ] [CONFIGURE ] ABR: Testing feature 9/29: add_mfi
[2025-10-11T07:16:14.317944] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_mfi']
[2025-10-11T07:16:27.573663] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:16:27.771028] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:16:41.296704] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:16:54.645201] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:17:08.305177] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:17:21.670826] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:17:35.326038] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:17:48.655720] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:17:59.216876] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:18:12.069896] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:18:12.070128] [INFO ] [CONFIGURE ] ABR: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T07:18:12.070191] [INFO ] [CONFIGURE ] JOB ETA: 1182.0h | Avg: 80.9s/test | Remaining: 52598 tests
[2025-10-11T07:18:12.070231] [INFO ] [CONFIGURE ] ABR: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T07:18:12.070285] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T07:18:25.148366] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:18:38.700729] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:18:39.007586] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:18:52.392913] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:19:05.683488] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:19:06.506454] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:19:07.033089] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:19:11.442860] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:19:24.881472] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:19:38.468832] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:19:38.469050] [INFO ] [CONFIGURE ] ABR: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-11T07:19:38.469113] [INFO ] [CONFIGURE ] JOB ETA: 1182.3h | Avg: 80.9s/test | Remaining: 52597 tests
[2025-10-11T07:19:38.469152] [INFO ] [CONFIGURE ] ABR: Testing feature 11/29: add_obv_daily
[2025-10-11T07:19:38.469185] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_obv_daily']
[2025-10-11T07:19:50.899586] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T07:19:58.434912] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:19:59.901724] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:20:12.718216] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:20:25.053610] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:20:37.622323] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:20:50.583448] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:21:03.490185] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:21:16.052596] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:21:16.184539] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:21:16.184757] [INFO ] [CONFIGURE ] ABR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T07:21:16.184819] [INFO ] [CONFIGURE ] JOB ETA: 1183.2h | Avg: 81.0s/test | Remaining: 52596 tests
[2025-10-11T07:21:16.184856] [INFO ] [CONFIGURE ] ABR: Testing feature 12/29: add_obv_interval
[2025-10-11T07:21:16.184887] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_obv_interval']
[2025-10-11T07:21:27.112001] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:21:39.638406] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:21:44.118848] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:21:44.973856] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:21:55.387490] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:22:08.270775] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:22:17.782228] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:22:30.584509] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:22:43.365127] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:22:48.812142] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:22:48.812310] [INFO ] [CONFIGURE ] ABR: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-11T07:22:48.812382] [INFO ] [CONFIGURE ] JOB ETA: 1183.8h | Avg: 81.0s/test | Remaining: 52595 tests
[2025-10-11T07:22:48.812441] [INFO ] [CONFIGURE ] ABR: Testing feature 13/29: add_opening_strength
[2025-10-11T07:22:48.812478] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T07:23:00.480431] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:23:01.334866] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:23:11.737436] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:23:23.259883] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:23:34.856167] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:23:46.478529] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:23:58.332984] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:24:10.072173] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:24:21.937049] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:24:33.870680] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:24:33.870882] [INFO ] [CONFIGURE ] ABR: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T07:24:33.870945] [INFO ] [CONFIGURE ] JOB ETA: 1185.1h | Avg: 81.1s/test | Remaining: 52594 tests
[2025-10-11T07:24:33.870985] [INFO ] [CONFIGURE ] ABR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T07:24:33.871038] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T07:24:46.525607] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:24:59.474159] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:25:12.442079] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:25:25.254914] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:25:30.509674] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:25:30.917457] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:25:31.297943] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:25:41.753288] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:25:49.885679] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:25:51.829319] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:25:51.829491] [INFO ] [CONFIGURE ] ABR: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T07:25:51.829553] [INFO ] [CONFIGURE ] JOB ETA: 1184.9h | Avg: 81.1s/test | Remaining: 52593 tests
[2025-10-11T07:25:51.829592] [INFO ] [CONFIGURE ] ABR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T07:25:51.829625] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T07:26:02.585609] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:26:05.157758] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:26:05.555317] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:26:16.447908] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:26:16.831033] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:26:30.183766] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:26:43.644963] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:26:57.081227] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:27:04.988983] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:27:18.087733] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:27:18.087914] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-11T07:27:18.087976] [INFO ] [CONFIGURE ] JOB ETA: 1185.1h | Avg: 81.1s/test | Remaining: 52592 tests
[2025-10-11T07:27:18.088014] [INFO ] [CONFIGURE ] ABR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T07:27:18.088046] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T07:27:30.841441] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T07:27:43.526394] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:27:56.251351] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:28:08.968497] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:28:20.808237] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:28:21.269426] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:28:21.691358] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:28:22.114545] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:28:35.143799] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:28:48.560627] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:28:48.560851] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T07:28:48.560944] [INFO ] [CONFIGURE ] JOB ETA: 1185.6h | Avg: 81.2s/test | Remaining: 52591 tests
[2025-10-11T07:28:48.560998] [INFO ] [CONFIGURE ] ABR: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T07:28:48.561033] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d']
[2025-10-11T07:28:48.770036] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:28:49.158768] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:28:56.901552] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:29:09.439251] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:29:10.485025] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:29:22.922101] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:29:35.431554] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:29:43.518062] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:29:55.850507] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:29:57.108012] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:29:57.108244] [INFO ] [CONFIGURE ] ABR: KEPT add_pbf_return_2d (score: 100.00%)
[2025-10-11T07:29:57.108308] [INFO ] [CONFIGURE ] JOB ETA: 1184.9h | Avg: 81.1s/test | Remaining: 52590 tests
[2025-10-11T07:29:57.108348] [INFO ] [CONFIGURE ] ABR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T07:29:57.108382] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-11T07:29:57.517705] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:30:01.337009] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:30:13.556972] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:30:25.663631] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:30:37.898183] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:30:46.816612] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:30:51.561446] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:30:53.521126] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:31:04.306860] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:31:17.120198] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:31:17.120438] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T07:31:17.120503] [INFO ] [CONFIGURE ] JOB ETA: 1184.8h | Avg: 81.1s/test | Remaining: 52589 tests
[2025-10-11T07:31:17.120545] [INFO ] [CONFIGURE ] ABR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T07:31:17.120580] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-11T07:31:17.486996] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:31:18.341345] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:31:29.401023] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:31:41.956760] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:31:44.499602] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:31:44.689439] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:31:44.882599] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:31:45.403776] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:31:45.782521] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:31:53.544462] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:31:53.544667] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-11T07:31:53.544730] [INFO ] [CONFIGURE ] JOB ETA: 1182.5h | Avg: 80.9s/test | Remaining: 52588 tests
[2025-10-11T07:31:53.544769] [INFO ] [CONFIGURE ] ABR: Testing feature 20/29: add_price_rejection
[2025-10-11T07:31:53.544802] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_price_rejection']
[2025-10-11T07:31:53.938832] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:31:54.564078] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:32:06.415910] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:32:18.508299] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:32:30.802441] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:32:42.963376] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:32:43.337637] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:32:43.777772] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:32:56.232972] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:32:57.444353] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:32:57.444556] [INFO ] [CONFIGURE ] ABR: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T07:32:57.444623] [INFO ] [CONFIGURE ] JOB ETA: 1181.6h | Avg: 80.9s/test | Remaining: 52587 tests
[2025-10-11T07:32:57.444718] [INFO ] [CONFIGURE ] ABR: Testing feature 21/29: add_range_position
[2025-10-11T07:32:57.444762] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_range_position']
[2025-10-11T07:32:58.173673] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:33:01.201229] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:33:12.762731] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:33:24.494787] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:33:36.913512] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:33:43.759242] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:33:44.441474] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:33:56.884768] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:34:00.193064] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:34:12.459024] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:34:12.459242] [INFO ] [CONFIGURE ] ABR: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T07:34:12.459305] [INFO ] [CONFIGURE ] JOB ETA: 1181.2h | Avg: 80.9s/test | Remaining: 52586 tests
[2025-10-11T07:34:12.459345] [INFO ] [CONFIGURE ] ABR: Testing feature 22/29: add_realized_volatility
[2025-10-11T07:34:12.459398] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_realized_volatility']
[2025-10-11T07:34:23.669086] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:34:36.141738] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:34:48.147913] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:34:49.051527] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:35:01.177488] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:35:13.338084] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:35:13.698853] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:35:14.210961] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:35:14.717228] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:35:15.102334] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:35:15.102493] [INFO ] [CONFIGURE ] ABR: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T07:35:15.102537] [INFO ] [CONFIGURE ] JOB ETA: 1180.3h | Avg: 80.8s/test | Remaining: 52585 tests
[2025-10-11T07:35:15.102573] [INFO ] [CONFIGURE ] ABR: Testing feature 23/29: add_recent_range_context
[2025-10-11T07:35:15.102606] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_recent_range_context']
[2025-10-11T07:35:27.238495] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:35:27.623193] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:35:37.023788] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:35:47.332785] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:35:59.726004] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:36:11.873624] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:36:22.852221] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:36:23.160444] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:36:35.929393] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:36:42.159485] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:36:42.159708] [INFO ] [CONFIGURE ] ABR: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T07:36:42.159773] [INFO ] [CONFIGURE ] JOB ETA: 1180.6h | Avg: 80.8s/test | Remaining: 52584 tests
[2025-10-11T07:36:42.159814] [INFO ] [CONFIGURE ] ABR: Testing feature 24/29: add_rsi
[2025-10-11T07:36:42.159849] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-11T07:36:53.583179] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:37:05.165441] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:37:16.945867] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:37:28.477890] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:37:40.377858] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:37:45.377666] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:37:53.088464] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:38:04.965739] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:38:16.326568] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:38:19.604094] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:38:19.604287] [INFO ] [CONFIGURE ] ABR: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T07:38:19.604347] [INFO ] [CONFIGURE ] JOB ETA: 1181.4h | Avg: 80.9s/test | Remaining: 52583 tests
[2025-10-11T07:38:19.604385] [INFO ] [CONFIGURE ] ABR: Testing feature 25/29: add_tick_distribution
[2025-10-11T07:38:19.604417] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_tick_distribution']
[2025-10-11T07:38:31.271724] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:38:42.962024] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:38:55.011036] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:39:07.111181] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:39:19.499693] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:39:31.651119] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:39:43.932822] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:39:56.365123] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:40:08.008840] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:40:15.270256] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:40:15.270457] [INFO ] [CONFIGURE ] ABR: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T07:40:15.270519] [INFO ] [CONFIGURE ] JOB ETA: 1183.2h | Avg: 81.0s/test | Remaining: 52582 tests
[2025-10-11T07:40:15.270558] [INFO ] [CONFIGURE ] ABR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T07:40:15.270590] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-11T07:40:18.016117] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:40:18.545087] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:40:30.890317] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:40:31.684389] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:40:43.702518] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:40:55.837807] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:41:07.998613] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:41:09.145773] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:41:21.387409] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:41:28.879946] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T07:41:28.880158] [INFO ] [CONFIGURE ] ABR: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T07:41:28.880220] [INFO ] [CONFIGURE ] JOB ETA: 1182.8h | Avg: 81.0s/test | Remaining: 52581 tests
[2025-10-11T07:41:28.880262] [INFO ] [CONFIGURE ] ABR: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T07:41:28.880296] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-11T07:41:40.967833] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:41:53.151818] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:42:01.549959] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:42:14.065502] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:42:26.426214] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:42:39.027527] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:42:51.417806] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:43:04.040491] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:43:05.793820] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:43:15.832055] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:43:15.832252] [INFO ] [CONFIGURE ] ABR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T07:43:15.832315] [INFO ] [CONFIGURE ] JOB ETA: 1184.1h | Avg: 81.1s/test | Remaining: 52580 tests
[2025-10-11T07:43:15.832354] [INFO ] [CONFIGURE ] ABR: Testing feature 28/29: add_volume_profile
[2025-10-11T07:43:15.832388] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_volume_profile']
[2025-10-11T07:43:19.344231] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:43:30.049180] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:43:42.474038] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:43:54.973422] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:44:07.282939] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:44:19.481003] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:44:31.655799] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:44:44.000732] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:44:44.549835] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:44:56.971961] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:44:56.972236] [INFO ] [CONFIGURE ] ABR: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-11T07:44:56.972299] [INFO ] [CONFIGURE ] JOB ETA: 1185.1h | Avg: 81.1s/test | Remaining: 52579 tests
[2025-10-11T07:44:56.972339] [INFO ] [CONFIGURE ] ABR: Testing feature 29/29: add_vwap
[2025-10-11T07:44:56.972373] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_pbf_return_2d', 'add_vwap']
[2025-10-11T07:45:08.758200] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T07:45:20.719129] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:45:32.671182] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:45:44.518313] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:45:56.518737] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T07:46:08.525367] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:46:20.721474] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:46:33.163746] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:46:45.647839] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:46:57.843406] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:46:57.843601] [INFO ] [CONFIGURE ] ABR: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T07:46:57.843717] [INFO ] [CONFIGURE ] JOB ETA: 1187.0h | Avg: 81.3s/test | Remaining: 52578 tests
[2025-10-11T07:46:57.843774] [INFO ] [CONFIGURE ] ABR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T07:46:57.843808] [INFO ] [CONFIGURE ] ABR: Best accuracy: 100.00%
[2025-10-11T07:46:57.843841] [INFO ] [CONFIGURE ] ABR: Best feature set (1 features): ['add_pbf_return_2d']
[2025-10-11T07:46:57.843870] [INFO ] [CONFIGURE ] ABR: Improvement over baseline: 10.00%
[2025-10-11T07:46:57.843897] [INFO ] [CONFIGURE ] ABR: Total time: 40.1 minutes
[2025-10-11T07:46:57.843924] [INFO ] [CONFIGURE ] ABR: Average time per feature: 83.0 seconds
[2025-10-11T07:46:57.843951] [INFO ] [CONFIGURE ] ABR: Average speed: 0.01 features/sec
[2025-10-11T07:46:57.844413] [INFO ] [LOCAL     ] Saved configuration for ABR: 1 features, 100.00% accuracy -> ./output/feature-sets/ABR.json
[2025-10-11T07:46:57.844470] [INFO ] [CONFIGURE ] ABR: Configuration saved successfully: 1 features, 100.00% accuracy.
[2025-10-11T07:46:57.844511] [INFO ] [sig       ] [10/1823] Successfully configured ABR | 0.00 sym/s | Total: 6.8h | ETA: 1229.5h
[2025-10-11T07:46:57.844548] [INFO ] [sig       ] [11/1823] Configuring ACCO...
[2025-10-11T07:46:57.844577] [INFO ] [CONFIGURE ] ACCO: Configurate test run.
[2025-10-11T07:46:57.844623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-10-11T07:46:57.856810] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACCO'.
[2025-10-11T07:46:57.857163] [INFO ] [CONFIGURE ] ACCO: Testing with 29 available features
[2025-10-11T07:46:57.857220] [INFO ] [CONFIGURE ] ACCO: Establishing baseline with no features...
[2025-10-11T07:47:11.418847] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:47:19.113354] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:47:21.835117] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:47:22.113588] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:47:22.270500] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:47:22.648582] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:47:23.152797] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:47:23.481488] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:47:23.644356] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:47:23.808967] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:47:23.809082] [INFO ] [CONFIGURE ] ACCO: Baseline score (no features): 60.00%
[2025-10-11T07:47:23.809155] [INFO ] [CONFIGURE ] ACCO: Testing feature 1/29: add_bollinger_bands
[2025-10-11T07:47:23.809212] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_bollinger_bands']
[2025-10-11T07:47:24.646395] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:47:25.002621] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:47:25.579945] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:47:38.026538] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:47:38.477165] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:47:51.049781] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:47:51.432823] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:47:51.708691] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:47:54.498032] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:48:07.758229] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T07:48:07.758412] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T07:48:07.758455] [INFO ] [CONFIGURE ] JOB ETA: 1185.1h | Avg: 81.1s/test | Remaining: 52577 tests
[2025-10-11T07:48:07.758489] [INFO ] [CONFIGURE ] ACCO: Testing feature 2/29: add_cumulative_delta
[2025-10-11T07:48:07.758520] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_cumulative_delta']
[2025-10-11T07:48:19.453400] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:48:31.422023] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:48:43.332008] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:48:55.144380] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:49:01.913474] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:49:14.026538] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:49:26.105044] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:49:34.390585] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:49:46.561554] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T07:49:59.144935] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:49:59.145161] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T07:49:59.145224] [INFO ] [CONFIGURE ] JOB ETA: 1186.6h | Avg: 81.3s/test | Remaining: 52576 tests
[2025-10-11T07:49:59.145265] [INFO ] [CONFIGURE ] ACCO: Testing feature 3/29: add_daily_returns
[2025-10-11T07:49:59.145321] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_daily_returns']
[2025-10-11T07:50:11.905765] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:50:24.777525] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:50:37.499444] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:50:48.809293] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:51:01.819581] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:51:14.609823] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:51:27.388726] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T07:51:35.419495] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:51:48.232723] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:51:58.817540] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:51:58.817775] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T07:51:58.817839] [INFO ] [CONFIGURE ] JOB ETA: 1188.5h | Avg: 81.4s/test | Remaining: 52575 tests
[2025-10-11T07:51:58.817880] [INFO ] [CONFIGURE ] ACCO: Testing feature 4/29: add_ema
[2025-10-11T07:51:58.817939] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema']
[2025-10-11T07:51:59.000283] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:52:08.653918] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:52:21.756126] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:52:34.941201] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:52:48.114282] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:52:48.987108] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:53:01.272564] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:53:02.301465] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:53:02.735144] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:53:03.228031] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:53:03.228286] [INFO ] [CONFIGURE ] ACCO: KEPT add_ema (score: 70.00%)
[2025-10-11T07:53:03.228350] [INFO ] [CONFIGURE ] JOB ETA: 1187.7h | Avg: 81.3s/test | Remaining: 52574 tests
[2025-10-11T07:53:03.228390] [INFO ] [CONFIGURE ] ACCO: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T07:53:03.228424] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T07:53:16.015958] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:53:17.026174] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T07:53:29.532303] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:53:30.029069] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:53:42.604532] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:53:45.818090] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:53:46.792353] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:53:59.654966] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:54:12.386572] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:54:15.034036] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:54:15.034238] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T07:54:15.034300] [INFO ] [CONFIGURE ] JOB ETA: 1187.2h | Avg: 81.3s/test | Remaining: 52573 tests
[2025-10-11T07:54:15.034341] [INFO ] [CONFIGURE ] ACCO: Testing feature 6/29: add_failed_moves
[2025-10-11T07:54:15.034374] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T07:54:15.565878] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:54:28.533000] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:54:41.636828] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:54:54.977257] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:55:07.992416] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:55:08.241820] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:55:12.477315] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:55:12.973198] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:55:26.133876] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:55:26.343772] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:55:26.343982] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T07:55:26.344113] [INFO ] [CONFIGURE ] JOB ETA: 1186.7h | Avg: 81.3s/test | Remaining: 52572 tests
[2025-10-11T07:55:26.344169] [INFO ] [CONFIGURE ] ACCO: Testing feature 7/29: add_lag_shelf
[2025-10-11T07:55:26.344206] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T07:55:39.009440] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:55:41.507042] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:55:41.700216] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:55:41.897328] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:55:42.089573] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:55:54.270315] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:55:55.199359] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:55:55.676816] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:56:08.974822] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:56:22.344389] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:56:22.344570] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T07:56:22.344634] [INFO ] [CONFIGURE ] JOB ETA: 1185.4h | Avg: 81.2s/test | Remaining: 52571 tests
[2025-10-11T07:56:22.344712] [INFO ] [CONFIGURE ] ACCO: Testing feature 8/29: add_macd
[2025-10-11T07:56:22.344754] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T07:56:31.410505] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:56:43.259608] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:56:55.179987] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T07:56:55.896103] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T07:56:56.473852] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:56:57.165042] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T07:56:58.341670] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:57:10.487009] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T07:57:22.708663] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:57:24.983879] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T07:57:24.984075] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_macd (score: 70.00%)
[2025-10-11T07:57:24.984139] [INFO ] [CONFIGURE ] JOB ETA: 1184.4h | Avg: 81.1s/test | Remaining: 52570 tests
[2025-10-11T07:57:24.984179] [INFO ] [CONFIGURE ] ACCO: Testing feature 9/29: add_mfi
[2025-10-11T07:57:24.984213] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_mfi']
[2025-10-11T07:57:25.523592] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:57:26.046621] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:57:39.039275] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:57:52.147393] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T07:58:04.972309] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T07:58:17.906409] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T07:58:31.062738] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T07:58:44.370006] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T07:58:57.589913] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T07:59:10.937618] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T07:59:10.937862] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_mfi (score: 40.00%)
[2025-10-11T07:59:10.937924] [INFO ] [CONFIGURE ] JOB ETA: 1185.6h | Avg: 81.2s/test | Remaining: 52569 tests
[2025-10-11T07:59:10.938047] [INFO ] [CONFIGURE ] ACCO: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T07:59:10.938089] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T07:59:23.828116] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T07:59:36.532383] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T07:59:49.416011] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T07:59:50.478008] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:00:02.429339] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:00:03.175913] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:00:07.990430] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:00:20.960564] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:00:33.961088] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:00:38.276512] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:00:38.276756] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T08:00:38.276819] [INFO ] [CONFIGURE ] JOB ETA: 1185.9h | Avg: 81.2s/test | Remaining: 52568 tests
[2025-10-11T08:00:38.276858] [INFO ] [CONFIGURE ] ACCO: Testing feature 11/29: add_obv_daily
[2025-10-11T08:00:38.276892] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-11T08:00:38.892754] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:00:39.519844] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:00:52.226750] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:00:54.586798] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:00:55.660953] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:00:56.051131] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:01:08.702171] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:01:14.413382] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:01:27.247340] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:01:40.258346] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:01:40.258523] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T08:01:40.258585] [INFO ] [CONFIGURE ] JOB ETA: 1185.0h | Avg: 81.2s/test | Remaining: 52567 tests
[2025-10-11T08:01:40.258624] [INFO ] [CONFIGURE ] ACCO: Testing feature 12/29: add_obv_interval
[2025-10-11T08:01:40.258689] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-11T08:01:53.016512] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:02:05.997139] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:02:18.049604] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:02:18.729534] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:02:27.115420] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:02:31.416635] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:02:43.469283] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:02:56.876066] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:02:57.483824] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:03:10.261398] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:03:10.261609] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T08:03:10.261698] [INFO ] [CONFIGURE ] JOB ETA: 1185.4h | Avg: 81.2s/test | Remaining: 52566 tests
[2025-10-11T08:03:10.261749] [INFO ] [CONFIGURE ] ACCO: Testing feature 13/29: add_opening_strength
[2025-10-11T08:03:10.261786] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T08:03:21.932163] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:03:33.261992] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:03:44.997444] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:03:56.602662] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:04:08.462523] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:04:20.141816] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:04:23.930168] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:04:24.280837] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:04:24.798352] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:04:36.601318] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:04:36.601564] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T08:04:36.601637] [INFO ] [CONFIGURE ] JOB ETA: 1185.6h | Avg: 81.2s/test | Remaining: 52565 tests
[2025-10-11T08:04:36.601733] [INFO ] [CONFIGURE ] ACCO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T08:04:36.601780] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-11T08:04:48.994863] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:04:58.691196] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:04:58.994943] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:05:10.551844] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:05:10.948513] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:05:11.637138] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:05:12.732903] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:05:25.513629] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:05:38.357423] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:05:51.203178] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:05:51.203351] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T08:05:51.203412] [INFO ] [CONFIGURE ] JOB ETA: 1185.3h | Avg: 81.2s/test | Remaining: 52564 tests
[2025-10-11T08:05:51.203451] [INFO ] [CONFIGURE ] ACCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T08:05:51.203483] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-11T08:06:01.263034] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:06:01.623960] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:06:02.397038] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:06:14.342133] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:06:27.430303] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:06:40.453176] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:06:53.181988] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:07:05.894223] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:07:18.978890] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:07:31.952395] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:07:31.952590] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T08:07:31.952674] [INFO ] [CONFIGURE ] JOB ETA: 1186.2h | Avg: 81.2s/test | Remaining: 52563 tests
[2025-10-11T08:07:31.952759] [INFO ] [CONFIGURE ] ACCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T08:07:31.952797] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-11T08:07:44.358280] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:07:56.691434] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:08:09.115047] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:08:21.857327] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:08:34.242336] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:08:46.841025] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:08:59.346377] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:09:11.958085] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:09:20.337578] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:09:32.883579] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:09:32.883820] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T08:09:32.883890] [INFO ] [CONFIGURE ] JOB ETA: 1188.1h | Avg: 81.4s/test | Remaining: 52562 tests
[2025-10-11T08:09:32.883967] [INFO ] [CONFIGURE ] ACCO: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T08:09:32.884045] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-11T08:09:45.397332] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:09:52.007764] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:09:53.083592] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:09:54.182427] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:09:54.636910] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:10:07.311770] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:10:20.087583] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:10:32.796622] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:10:43.601791] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:10:45.156027] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:10:45.156213] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-11T08:10:45.156276] [INFO ] [CONFIGURE ] JOB ETA: 1187.6h | Avg: 81.3s/test | Remaining: 52561 tests
[2025-10-11T08:10:45.156316] [INFO ] [CONFIGURE ] ACCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T08:10:45.156350] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-11T08:10:46.941912] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:10:52.529620] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:11:05.037065] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:11:17.452135] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:11:29.344845] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:11:41.366738] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:11:54.218015] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:12:07.155413] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:12:07.378257] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:12:18.612606] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:12:18.613376] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T08:12:18.614201] [INFO ] [CONFIGURE ] JOB ETA: 1188.1h | Avg: 81.4s/test | Remaining: 52560 tests
[2025-10-11T08:12:18.614258] [INFO ] [CONFIGURE ] ACCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T08:12:18.614295] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-11T08:12:31.734315] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:12:41.713875] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:12:50.657471] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:12:56.491326] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:12:57.165804] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:13:10.533817] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:13:23.762410] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:13:37.152486] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:13:38.681157] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:13:38.869414] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:13:38.869635] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T08:13:38.869732] [INFO ] [CONFIGURE ] JOB ETA: 1188.1h | Avg: 81.4s/test | Remaining: 52559 tests
[2025-10-11T08:13:38.869791] [INFO ] [CONFIGURE ] ACCO: Testing feature 20/29: add_price_rejection
[2025-10-11T08:13:38.869829] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-11T08:13:39.359173] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:13:47.923046] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:14:00.391284] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:14:13.090010] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:14:25.717064] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:14:38.408818] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:14:51.076951] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:15:04.195106] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:15:17.162434] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:15:30.187734] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:15:30.187947] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T08:15:30.188010] [INFO ] [CONFIGURE ] JOB ETA: 1189.5h | Avg: 81.5s/test | Remaining: 52558 tests
[2025-10-11T08:15:30.188051] [INFO ] [CONFIGURE ] ACCO: Testing feature 21/29: add_range_position
[2025-10-11T08:15:30.188085] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_range_position']
[2025-10-11T08:15:42.614875] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:15:54.973043] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:15:58.419177] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:16:07.952174] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:16:08.749630] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:16:20.975368] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:16:33.418200] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:16:46.317129] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:16:58.753128] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:16:59.373678] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:16:59.373930] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_range_position (score: 50.00%)
[2025-10-11T08:16:59.374020] [INFO ] [CONFIGURE ] JOB ETA: 1189.8h | Avg: 81.5s/test | Remaining: 52557 tests
[2025-10-11T08:16:59.374080] [INFO ] [CONFIGURE ] ACCO: Testing feature 22/29: add_realized_volatility
[2025-10-11T08:16:59.374119] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-11T08:17:11.872687] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:17:24.556379] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:17:37.247465] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:17:50.166342] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:18:02.843075] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:18:15.730780] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:18:28.648400] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:18:37.959751] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:18:38.563803] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:18:48.755882] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:18:48.756694] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T08:18:48.756758] [INFO ] [CONFIGURE ] JOB ETA: 1191.1h | Avg: 81.6s/test | Remaining: 52556 tests
[2025-10-11T08:18:48.756797] [INFO ] [CONFIGURE ] ACCO: Testing feature 23/29: add_recent_range_context
[2025-10-11T08:18:48.756849] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-11T08:18:50.383935] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:18:53.258869] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:19:06.433076] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:19:19.616295] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:19:24.590967] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:19:25.089864] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:19:25.680509] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:19:38.620785] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:19:51.551314] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:20:04.864626] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:20:04.864878] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T08:20:04.864941] [INFO ] [CONFIGURE ] JOB ETA: 1190.8h | Avg: 81.6s/test | Remaining: 52555 tests
[2025-10-11T08:20:04.864983] [INFO ] [CONFIGURE ] ACCO: Testing feature 24/29: add_rsi
[2025-10-11T08:20:04.865018] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_rsi']
[2025-10-11T08:20:11.225455] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:20:19.441471] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:20:20.631014] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:20:21.162261] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:20:21.666256] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:20:22.165044] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:20:22.601503] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:20:30.607140] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:20:31.576988] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:20:44.319725] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:20:44.319960] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T08:20:44.320027] [INFO ] [CONFIGURE ] JOB ETA: 1188.8h | Avg: 81.4s/test | Remaining: 52554 tests
[2025-10-11T08:20:44.320067] [INFO ] [CONFIGURE ] ACCO: Testing feature 25/29: add_tick_distribution
[2025-10-11T08:20:44.320152] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-11T08:20:57.295577] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:21:01.610861] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:21:07.272288] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:21:07.473698] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:21:19.313974] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:21:20.176875] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:21:33.168985] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:21:40.211868] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:21:53.217790] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:22:06.311736] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:22:06.311977] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-11T08:22:06.312040] [INFO ] [CONFIGURE ] JOB ETA: 1188.8h | Avg: 81.4s/test | Remaining: 52553 tests
[2025-10-11T08:22:06.312079] [INFO ] [CONFIGURE ] ACCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T08:22:06.312132] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-11T08:22:18.211148] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:22:30.723225] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:22:43.151756] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:22:55.910909] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:23:06.127166] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:23:12.439395] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:23:12.618411] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:23:22.855955] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:23:25.065152] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:23:25.604425] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:23:25.604579] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T08:23:25.604623] [INFO ] [CONFIGURE ] JOB ETA: 1188.7h | Avg: 81.4s/test | Remaining: 52552 tests
[2025-10-11T08:23:25.604693] [INFO ] [CONFIGURE ] ACCO: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T08:23:25.604741] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-11T08:23:26.499265] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:23:27.171905] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:23:27.683687] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:23:28.092532] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T08:23:40.384233] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:23:50.693161] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:24:03.316953] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:24:16.550246] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:24:26.972921] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:24:39.837796] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:24:39.838004] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-11T08:24:39.838066] [INFO ] [CONFIGURE ] JOB ETA: 1188.4h | Avg: 81.4s/test | Remaining: 52551 tests
[2025-10-11T08:24:39.838106] [INFO ] [CONFIGURE ] ACCO: Testing feature 28/29: add_volume_profile
[2025-10-11T08:24:39.838139] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-11T08:24:49.997047] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:25:02.084950] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:25:02.320263] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T08:25:14.566871] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:25:22.366404] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:25:22.821202] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:25:35.380527] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:25:47.898824] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:25:48.808175] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:26:01.378229] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:26:01.378427] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T08:26:01.378488] [INFO ] [CONFIGURE ] JOB ETA: 1188.3h | Avg: 81.4s/test | Remaining: 52550 tests
[2025-10-11T08:26:01.378529] [INFO ] [CONFIGURE ] ACCO: Testing feature 29/29: add_vwap
[2025-10-11T08:26:01.378562] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_vwap']
[2025-10-11T08:26:01.637750] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:26:02.118782] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:26:02.929711] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T08:26:03.368957] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T08:26:03.923568] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T08:26:04.544260] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:26:05.297197] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:26:05.927616] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:26:07.219140] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:26:20.142608] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:26:20.143133] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T08:26:20.143684] [INFO ] [CONFIGURE ] JOB ETA: 1185.4h | Avg: 81.2s/test | Remaining: 52549 tests
[2025-10-11T08:26:20.143775] [INFO ] [CONFIGURE ] ACCO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T08:26:20.143868] [INFO ] [CONFIGURE ] ACCO: Best accuracy: 70.00%
[2025-10-11T08:26:20.143976] [INFO ] [CONFIGURE ] ACCO: Best feature set (1 features): ['add_ema']
[2025-10-11T08:26:20.144113] [INFO ] [CONFIGURE ] ACCO: Improvement over baseline: 10.00%
[2025-10-11T08:26:20.144175] [INFO ] [CONFIGURE ] ACCO: Total time: 38.9 minutes
[2025-10-11T08:26:20.144245] [INFO ] [CONFIGURE ] ACCO: Average time per feature: 80.6 seconds
[2025-10-11T08:26:20.144301] [INFO ] [CONFIGURE ] ACCO: Average speed: 0.01 features/sec
[2025-10-11T08:26:20.147179] [INFO ] [LOCAL     ] Saved configuration for ACCO: 1 features, 70.00% accuracy -> ./output/feature-sets/ACCO.json
[2025-10-11T08:26:20.147240] [INFO ] [CONFIGURE ] ACCO: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-11T08:26:20.147330] [INFO ] [sig       ] [11/1823] Successfully configured ACCO | 0.00 sym/s | Total: 7.4h | ETA: 1225.2h
[2025-10-11T08:26:20.147389] [INFO ] [sig       ] [12/1823] Configuring ACEL...
[2025-10-11T08:26:20.147421] [INFO ] [CONFIGURE ] ACEL: Configurate test run.
[2025-10-11T08:26:20.147470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-10-11T08:26:20.169341] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACEL'.
[2025-10-11T08:26:20.169873] [INFO ] [CONFIGURE ] ACEL: Testing with 29 available features
[2025-10-11T08:26:20.169932] [INFO ] [CONFIGURE ] ACEL: Establishing baseline with no features...
[2025-10-11T08:26:25.610128] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:26:38.512336] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:26:51.654053] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:26:57.738540] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:27:11.226155] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:27:25.043284] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:27:31.854270] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:27:45.629239] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T08:27:47.391095] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:28:00.817285] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:28:00.817614] [INFO ] [CONFIGURE ] ACEL: Baseline score (no features): 20.00%
[2025-10-11T08:28:00.817713] [INFO ] [CONFIGURE ] ACEL: Testing feature 1/29: add_bollinger_bands
[2025-10-11T08:28:00.817772] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands']
[2025-10-11T08:28:01.355579] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:28:04.557054] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:28:05.118802] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:28:05.436437] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:28:05.804721] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:28:06.650095] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:28:07.231179] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:28:14.174852] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:28:26.836333] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:28:39.471167] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:28:39.471326] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-11T08:28:39.471418] [INFO ] [CONFIGURE ] JOB ETA: 1183.5h | Avg: 81.1s/test | Remaining: 52548 tests
[2025-10-11T08:28:39.471472] [INFO ] [CONFIGURE ] ACEL: Testing feature 2/29: add_cumulative_delta
[2025-10-11T08:28:39.471526] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta']
[2025-10-11T08:28:51.354366] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:29:03.187713] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:29:03.831848] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:29:04.636663] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:29:05.122968] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:29:05.650812] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:29:06.005515] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T08:29:18.181245] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:29:30.616150] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:29:30.840766] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:29:30.840970] [INFO ] [CONFIGURE ] ACEL: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-11T08:29:30.841034] [INFO ] [CONFIGURE ] JOB ETA: 1182.1h | Avg: 81.0s/test | Remaining: 52547 tests
[2025-10-11T08:29:30.841072] [INFO ] [CONFIGURE ] ACEL: Testing feature 3/29: add_daily_returns
[2025-10-11T08:29:30.841104] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-11T08:29:42.308032] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:29:42.854190] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:29:45.026579] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:29:45.342096] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:29:45.754370] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:29:46.133716] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:29:46.336228] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:29:46.572797] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:29:50.828792] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:29:59.109020] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:29:59.109178] [INFO ] [CONFIGURE ] ACEL: KEPT add_daily_returns (score: 50.00%)
[2025-10-11T08:29:59.109222] [INFO ] [CONFIGURE ] JOB ETA: 1179.7h | Avg: 80.8s/test | Remaining: 52546 tests
[2025-10-11T08:29:59.109258] [INFO ] [CONFIGURE ] ACEL: Testing feature 4/29: add_ema
[2025-10-11T08:29:59.109291] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-11T08:29:59.610488] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:30:11.006624] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:30:22.379293] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:30:33.718386] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:30:35.373369] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:30:41.152205] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:30:41.487060] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:30:41.889672] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:30:49.262067] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:30:49.896612] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:30:49.896869] [INFO ] [CONFIGURE ] ACEL: KEPT add_ema (score: 60.00%)
[2025-10-11T08:30:49.896933] [INFO ] [CONFIGURE ] JOB ETA: 1178.3h | Avg: 80.7s/test | Remaining: 52545 tests
[2025-10-11T08:30:49.896970] [INFO ] [CONFIGURE ] ACEL: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T08:30:49.897003] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T08:30:50.812802] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:31:01.694135] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:31:12.555596] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:31:24.002260] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:31:35.276982] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:31:46.777977] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:31:48.023049] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:31:48.574775] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:32:00.101828] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:32:11.882978] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:32:11.883233] [INFO ] [CONFIGURE ] ACEL: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-11T08:32:11.883299] [INFO ] [CONFIGURE ] JOB ETA: 1178.3h | Avg: 80.7s/test | Remaining: 52544 tests
[2025-10-11T08:32:11.883340] [INFO ] [CONFIGURE ] ACEL: Testing feature 6/29: add_failed_moves
[2025-10-11T08:32:11.883394] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-11T08:32:23.050321] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:32:34.134928] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:32:45.149204] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:32:56.426375] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:33:07.696206] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:33:08.342983] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:33:08.907712] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:33:09.238396] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:33:14.962683] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:33:26.783968] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:33:26.784164] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T08:33:26.784227] [INFO ] [CONFIGURE ] JOB ETA: 1178.0h | Avg: 80.7s/test | Remaining: 52543 tests
[2025-10-11T08:33:26.784268] [INFO ] [CONFIGURE ] ACEL: Testing feature 7/29: add_lag_shelf
[2025-10-11T08:33:26.784346] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-11T08:33:37.901937] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:33:49.189312] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:34:00.350559] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:34:01.487362] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:34:09.574871] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:34:21.352596] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:34:26.485485] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:34:27.363387] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:34:35.534777] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:34:47.185992] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:34:47.186210] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-11T08:34:47.187523] [INFO ] [CONFIGURE ] JOB ETA: 1178.0h | Avg: 80.7s/test | Remaining: 52542 tests
[2025-10-11T08:34:47.187570] [INFO ] [CONFIGURE ] ACEL: Testing feature 8/29: add_macd
[2025-10-11T08:34:47.187626] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-11T08:34:58.302746] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:35:03.395741] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:35:14.163496] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:35:22.104567] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:35:22.742450] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:35:33.807434] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:35:45.053662] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:35:56.287337] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:36:07.623469] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:36:19.065148] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:36:19.065379] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_macd (score: 70.00%)
[2025-10-11T08:36:19.065442] [INFO ] [CONFIGURE ] JOB ETA: 1178.5h | Avg: 80.7s/test | Remaining: 52541 tests
[2025-10-11T08:36:19.065483] [INFO ] [CONFIGURE ] ACEL: Testing feature 9/29: add_mfi
[2025-10-11T08:36:19.065518] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-11T08:36:30.195718] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:36:33.868983] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:36:38.471213] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:36:49.649759] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:36:55.146980] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:36:55.718251] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:36:56.291515] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:37:05.198383] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:37:16.993417] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:37:28.814099] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:37:28.814297] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_mfi (score: 60.00%)
[2025-10-11T08:37:28.814360] [INFO ] [CONFIGURE ] JOB ETA: 1178.0h | Avg: 80.7s/test | Remaining: 52540 tests
[2025-10-11T08:37:28.814400] [INFO ] [CONFIGURE ] ACEL: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T08:37:28.814434] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T08:37:39.878340] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:37:51.076184] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:37:51.827332] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:38:02.984873] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:38:11.462636] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:38:14.280038] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:38:14.913986] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:38:26.118107] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:38:26.399355] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:38:38.004733] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:38:38.004951] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-11T08:38:38.005013] [INFO ] [CONFIGURE ] JOB ETA: 1177.4h | Avg: 80.7s/test | Remaining: 52539 tests
[2025-10-11T08:38:38.005054] [INFO ] [CONFIGURE ] ACEL: Testing feature 11/29: add_obv_daily
[2025-10-11T08:38:38.005089] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-11T08:38:49.030328] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T08:39:00.159420] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:39:11.121350] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:39:22.281209] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:39:28.072075] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:39:29.534076] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:39:40.847012] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:39:52.218833] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:40:03.489380] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:40:15.078302] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:40:15.079044] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-11T08:40:15.079108] [INFO ] [CONFIGURE ] JOB ETA: 1178.1h | Avg: 80.7s/test | Remaining: 52538 tests
[2025-10-11T08:40:15.079266] [INFO ] [CONFIGURE ] ACEL: Testing feature 12/29: add_obv_interval
[2025-10-11T08:40:15.079339] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-11T08:40:26.407736] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:40:37.542253] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:40:48.890344] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:41:00.302230] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:41:11.535201] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:41:23.161713] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:41:24.118350] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:41:35.215345] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:41:46.529725] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:41:54.481930] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:41:54.482131] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T08:41:54.482194] [INFO ] [CONFIGURE ] JOB ETA: 1178.9h | Avg: 80.8s/test | Remaining: 52537 tests
[2025-10-11T08:41:54.482236] [INFO ] [CONFIGURE ] ACEL: Testing feature 13/29: add_opening_strength
[2025-10-11T08:41:54.482272] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-10-11T08:41:55.395296] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:41:55.948995] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:41:57.164850] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:41:57.665611] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:42:08.928151] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:42:20.287426] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:42:26.176987] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:42:26.745208] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:42:27.742206] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:42:28.573448] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:42:28.573625] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T08:42:28.573712] [INFO ] [CONFIGURE ] JOB ETA: 1176.9h | Avg: 80.6s/test | Remaining: 52536 tests
[2025-10-11T08:42:28.573758] [INFO ] [CONFIGURE ] ACEL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T08:42:28.573793] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-11T08:42:38.043063] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:42:39.752759] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:42:40.119526] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:42:40.762567] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:42:41.436889] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:42:50.778801] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:43:01.986729] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:43:13.145821] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:43:24.510570] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:43:36.025414] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:43:36.025610] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-11T08:43:36.025698] [INFO ] [CONFIGURE ] JOB ETA: 1176.3h | Avg: 80.6s/test | Remaining: 52535 tests
[2025-10-11T08:43:36.025748] [INFO ] [CONFIGURE ] ACEL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T08:43:36.025784] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-11T08:43:47.042307] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:43:57.934273] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:44:08.135741] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:44:19.217471] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:44:30.400858] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:44:37.116013] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:44:37.426231] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:44:48.870685] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:45:00.416251] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:45:12.196805] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:45:12.197046] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T08:45:12.197110] [INFO ] [CONFIGURE ] JOB ETA: 1176.9h | Avg: 80.7s/test | Remaining: 52534 tests
[2025-10-11T08:45:12.197150] [INFO ] [CONFIGURE ] ACEL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T08:45:12.197184] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-11T08:45:23.292334] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:45:25.818740] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:45:26.732897] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:45:38.021502] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:45:49.269807] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:46:00.762000] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:46:12.327273] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:46:23.852420] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:46:35.425406] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:46:36.674843] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:46:36.675043] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T08:46:36.675105] [INFO ] [CONFIGURE ] JOB ETA: 1177.1h | Avg: 80.7s/test | Remaining: 52533 tests
[2025-10-11T08:46:36.675143] [INFO ] [CONFIGURE ] ACEL: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T08:46:36.675176] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-11T08:46:47.612448] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:46:58.484840] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:47:09.333179] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:47:17.899415] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:47:25.174575] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:47:30.708373] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:47:41.897259] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:47:53.408390] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:48:04.875676] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:48:15.163317] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:48:15.163536] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T08:48:15.163601] [INFO ] [CONFIGURE ] JOB ETA: 1177.8h | Avg: 80.7s/test | Remaining: 52532 tests
[2025-10-11T08:48:15.163663] [INFO ] [CONFIGURE ] ACEL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T08:48:15.163724] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-11T08:48:15.878555] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:48:26.811238] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:48:37.733038] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:48:48.809503] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:48:59.859956] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:49:11.424745] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:49:22.667340] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:49:34.209943] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:49:45.610186] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:49:54.097552] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:49:54.097811] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-11T08:49:54.097874] [INFO ] [CONFIGURE ] JOB ETA: 1178.6h | Avg: 80.8s/test | Remaining: 52531 tests
[2025-10-11T08:49:54.097914] [INFO ] [CONFIGURE ] ACEL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T08:49:54.097948] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-11T08:50:05.272507] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:50:05.835602] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:50:08.113876] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:50:19.263851] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:50:30.739451] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:50:41.808529] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:50:53.267200] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:51:04.708986] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:51:16.171424] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:51:27.896475] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:51:27.896669] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T08:51:27.896732] [INFO ] [CONFIGURE ] JOB ETA: 1179.1h | Avg: 80.8s/test | Remaining: 52530 tests
[2025-10-11T08:51:27.896771] [INFO ] [CONFIGURE ] ACEL: Testing feature 20/29: add_price_rejection
[2025-10-11T08:51:27.896805] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-11T08:51:39.031058] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:51:50.125030] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:52:01.217159] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:52:03.334456] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:52:04.237046] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:52:15.592016] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:52:26.896397] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:52:27.325812] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:52:28.121984] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:52:29.171194] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:52:29.171507] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T08:52:29.171575] [INFO ] [CONFIGURE ] JOB ETA: 1178.3h | Avg: 80.8s/test | Remaining: 52529 tests
[2025-10-11T08:52:29.171619] [INFO ] [CONFIGURE ] ACEL: Testing feature 21/29: add_range_position
[2025-10-11T08:52:29.171685] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-11T08:52:40.107096] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:52:51.338831] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:53:02.537532] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T08:53:08.131434] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:53:08.505475] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:53:08.777957] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:53:09.001184] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:53:09.233065] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:53:17.964563] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:53:29.187983] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:53:29.188191] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T08:53:29.188254] [INFO ] [CONFIGURE ] JOB ETA: 1177.3h | Avg: 80.7s/test | Remaining: 52528 tests
[2025-10-11T08:53:29.188294] [INFO ] [CONFIGURE ] ACEL: Testing feature 22/29: add_realized_volatility
[2025-10-11T08:53:29.188326] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-11T08:53:40.262266] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:53:51.085707] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:54:01.950490] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:54:07.705304] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:54:08.332795] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:54:08.824284] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:54:09.837828] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:54:10.666425] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:54:11.666327] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:54:23.024049] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T08:54:23.024288] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T08:54:23.024355] [INFO ] [CONFIGURE ] JOB ETA: 1176.2h | Avg: 80.6s/test | Remaining: 52527 tests
[2025-10-11T08:54:23.024396] [INFO ] [CONFIGURE ] ACEL: Testing feature 23/29: add_recent_range_context
[2025-10-11T08:54:23.024430] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-11T08:54:34.176557] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:54:43.470013] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:54:54.174518] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:55:05.607288] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:55:17.007618] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:55:28.596047] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:55:39.998811] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:55:51.525242] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:56:03.075861] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:56:05.637690] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:56:05.637946] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T08:56:05.638010] [INFO ] [CONFIGURE ] JOB ETA: 1177.1h | Avg: 80.7s/test | Remaining: 52526 tests
[2025-10-11T08:56:05.638050] [INFO ] [CONFIGURE ] ACEL: Testing feature 24/29: add_rsi
[2025-10-11T08:56:05.638084] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi']
[2025-10-11T08:56:16.434615] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:56:27.375423] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:56:38.352798] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:56:49.427918] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:57:00.687877] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:57:11.882079] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T08:57:21.892357] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:57:32.957378] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:57:42.398200] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T08:57:53.578977] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:57:53.579245] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_rsi (score: 60.00%)
[2025-10-11T08:57:53.579320] [INFO ] [CONFIGURE ] JOB ETA: 1178.2h | Avg: 80.8s/test | Remaining: 52525 tests
[2025-10-11T08:57:53.579379] [INFO ] [CONFIGURE ] ACEL: Testing feature 25/29: add_tick_distribution
[2025-10-11T08:57:53.579438] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-11T08:57:54.124767] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:58:00.113200] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T08:58:07.265134] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:58:08.332385] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:58:09.075263] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:58:09.661793] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:58:10.386132] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:58:22.036066] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:58:28.680885] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:58:29.554018] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:58:29.554167] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T08:58:29.554230] [INFO ] [CONFIGURE ] JOB ETA: 1176.3h | Avg: 80.6s/test | Remaining: 52524 tests
[2025-10-11T08:58:29.554267] [INFO ] [CONFIGURE ] ACEL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T08:58:29.554300] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-11T08:58:40.503730] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T08:58:51.516571] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T08:59:02.882153] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T08:59:03.674468] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T08:59:04.385790] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T08:59:10.974982] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T08:59:22.218282] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T08:59:33.541218] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T08:59:44.960492] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T08:59:56.494170] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T08:59:56.494337] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T08:59:56.494400] [INFO ] [CONFIGURE ] JOB ETA: 1176.5h | Avg: 80.6s/test | Remaining: 52523 tests
[2025-10-11T08:59:56.494439] [INFO ] [CONFIGURE ] ACEL: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T08:59:56.494473] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-11T09:00:00.384943] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:00:11.543171] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:00:22.724598] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T09:00:34.099106] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:00:45.545039] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:00:57.271261] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:01:02.010907] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:01:13.354296] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:01:24.778383] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T09:01:36.181597] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:01:36.182600] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T09:01:36.182691] [INFO ] [CONFIGURE ] JOB ETA: 1177.3h | Avg: 80.7s/test | Remaining: 52522 tests
[2025-10-11T09:01:36.182746] [INFO ] [CONFIGURE ] ACEL: Testing feature 28/29: add_volume_profile
[2025-10-11T09:01:36.182803] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-11T09:01:47.114915] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:01:58.191295] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:02:09.283943] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:02:19.719263] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T09:02:20.657222] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:02:21.695591] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:02:31.912878] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:02:43.190040] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:02:54.700376] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T09:03:05.971532] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:03:05.971750] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T09:03:05.971814] [INFO ] [CONFIGURE ] JOB ETA: 1177.7h | Avg: 80.7s/test | Remaining: 52521 tests
[2025-10-11T09:03:05.971854] [INFO ] [CONFIGURE ] ACEL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T09:03:05.971887] [INFO ] [CONFIGURE ] ACEL: Best accuracy: 70.00%
[2025-10-11T09:03:05.971920] [INFO ] [CONFIGURE ] ACEL: Best feature set (5 features): ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T09:03:05.971987] [INFO ] [CONFIGURE ] ACEL: Improvement over baseline: 50.00%
[2025-10-11T09:03:05.972037] [INFO ] [CONFIGURE ] ACEL: Total time: 35.1 minutes
[2025-10-11T09:03:05.972068] [INFO ] [CONFIGURE ] ACEL: Average time per feature: 75.2 seconds
[2025-10-11T09:03:05.972098] [INFO ] [CONFIGURE ] ACEL: Average speed: 0.01 features/sec
[2025-10-11T09:03:05.972559] [INFO ] [LOCAL     ] Saved configuration for ACEL: 5 features, 70.00% accuracy -> ./output/feature-sets/ACEL.json
[2025-10-11T09:03:05.972616] [INFO ] [CONFIGURE ] ACEL: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-10-11T09:03:05.972691] [INFO ] [sig       ] [12/1823] Successfully configured ACEL | 0.00 sym/s | Total: 8.1h | ETA: 1215.0h
[2025-10-11T09:03:05.972770] [INFO ] [sig       ] [13/1823] Configuring ACHR...
[2025-10-11T09:03:05.972815] [INFO ] [CONFIGURE ] ACHR: Configurate test run.
[2025-10-11T09:03:05.972862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'.
[2025-10-11T09:03:05.983182] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACHR'.
[2025-10-11T09:03:05.983505] [INFO ] [CONFIGURE ] ACHR: Testing with 29 available features
[2025-10-11T09:03:05.983561] [INFO ] [CONFIGURE ] ACHR: Establishing baseline with no features...
[2025-10-11T09:03:19.502847] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:03:33.227136] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:03:46.008359] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:03:46.559416] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:03:46.916189] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:03:47.198930] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:03:47.602876] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:04:01.219978] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:04:01.614099] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:04:11.885802] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:04:11.885958] [INFO ] [CONFIGURE ] ACHR: Baseline score (no features): 70.00%
[2025-10-11T09:04:11.886030] [INFO ] [CONFIGURE ] ACHR: Testing feature 1/29: add_bollinger_bands
[2025-10-11T09:04:11.886084] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands']
[2025-10-11T09:04:12.354961] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:04:12.900053] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:04:13.653141] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:04:21.387168] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:04:35.256639] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:04:40.312351] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T09:04:40.783185] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:04:42.361266] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T09:04:46.903156] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:05:00.660143] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:05:00.660378] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-11T09:05:00.660438] [INFO ] [CONFIGURE ] JOB ETA: 1176.3h | Avg: 80.6s/test | Remaining: 52520 tests
[2025-10-11T09:05:00.660476] [INFO ] [CONFIGURE ] ACHR: Testing feature 2/29: add_cumulative_delta
[2025-10-11T09:05:00.660508] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_cumulative_delta']
[2025-10-11T09:05:12.952469] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:05:25.491922] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:05:37.735285] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:05:50.254871] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:06:02.711604] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:06:15.124866] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:06:27.480928] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:06:40.001059] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T09:06:52.758050] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:06:53.212838] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:06:53.213053] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T09:06:53.213160] [INFO ] [CONFIGURE ] JOB ETA: 1177.6h | Avg: 80.7s/test | Remaining: 52519 tests
[2025-10-11T09:06:53.213226] [INFO ] [CONFIGURE ] ACHR: Testing feature 3/29: add_daily_returns
[2025-10-11T09:06:53.213264] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_daily_returns']
[2025-10-11T09:06:53.594779] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:06:54.058255] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:06:54.731773] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:06:56.247392] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:06:56.796769] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:06:57.877794] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:06:58.175351] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:06:58.390561] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T09:06:58.943584] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:07:12.487516] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:07:12.487719] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T09:07:12.487782] [INFO ] [CONFIGURE ] JOB ETA: 1175.0h | Avg: 80.5s/test | Remaining: 52518 tests
[2025-10-11T09:07:12.487820] [INFO ] [CONFIGURE ] ACHR: Testing feature 4/29: add_ema
[2025-10-11T09:07:12.487853] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_ema']
[2025-10-11T09:07:13.259407] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:07:25.749353] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:07:38.834889] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:07:46.372064] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:07:46.584426] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:07:47.342694] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:07:47.947031] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T09:07:48.282519] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:08:01.534221] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:08:05.278207] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:08:05.278410] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_ema (score: 60.00%)
[2025-10-11T09:08:05.278472] [INFO ] [CONFIGURE ] JOB ETA: 1173.9h | Avg: 80.5s/test | Remaining: 52517 tests
[2025-10-11T09:08:05.278510] [INFO ] [CONFIGURE ] ACHR: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T09:08:05.278543] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T09:08:17.941733] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:08:18.273862] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:08:18.727398] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:08:26.297389] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:08:36.491082] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:08:36.863855] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:08:50.037438] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:09:03.084587] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:09:16.034357] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:09:16.295675] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:09:16.295862] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T09:09:16.295925] [INFO ] [CONFIGURE ] JOB ETA: 1173.5h | Avg: 80.4s/test | Remaining: 52516 tests
[2025-10-11T09:09:16.295965] [INFO ] [CONFIGURE ] ACHR: Testing feature 6/29: add_failed_moves
[2025-10-11T09:09:16.296092] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_failed_moves']
[2025-10-11T09:09:16.443374] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:09:17.635102] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:09:31.310199] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:09:45.466608] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:09:51.367011] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:09:51.844176] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:09:52.244846] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:09:52.828261] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:10:06.716385] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:10:12.023214] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:10:12.023401] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T09:10:12.023463] [INFO ] [CONFIGURE ] JOB ETA: 1172.4h | Avg: 80.4s/test | Remaining: 52515 tests
[2025-10-11T09:10:12.023502] [INFO ] [CONFIGURE ] ACHR: Testing feature 7/29: add_lag_shelf
[2025-10-11T09:10:12.023537] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_lag_shelf']
[2025-10-11T09:10:25.391828] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:10:39.076952] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:10:52.656058] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:11:06.611325] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:11:16.977681] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:11:30.637122] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:11:31.289981] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:11:32.056711] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:11:32.774866] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:11:46.593304] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:11:46.593485] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T09:11:46.593548] [INFO ] [CONFIGURE ] JOB ETA: 1173.0h | Avg: 80.4s/test | Remaining: 52514 tests
[2025-10-11T09:11:46.593587] [INFO ] [CONFIGURE ] ACHR: Testing feature 8/29: add_macd
[2025-10-11T09:11:46.593620] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T09:11:54.638274] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:11:55.902257] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:12:08.249634] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:12:20.660513] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:12:25.613862] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:12:38.082507] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:12:50.659851] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:13:03.256576] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:13:15.835558] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:13:28.577029] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:13:28.577236] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_macd (score: 60.00%)
[2025-10-11T09:13:28.577298] [INFO ] [CONFIGURE ] JOB ETA: 1173.8h | Avg: 80.5s/test | Remaining: 52513 tests
[2025-10-11T09:13:28.577338] [INFO ] [CONFIGURE ] ACHR: Testing feature 9/29: add_mfi
[2025-10-11T09:13:28.577370] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_mfi']
[2025-10-11T09:13:42.072123] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:13:55.702990] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:14:09.518965] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:14:23.369055] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:14:29.389400] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:14:43.318755] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T09:14:57.313059] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:15:07.959995] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T09:15:21.855439] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:15:33.564142] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:15:33.564307] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T09:15:33.564353] [INFO ] [CONFIGURE ] JOB ETA: 1175.6h | Avg: 80.6s/test | Remaining: 52512 tests
[2025-10-11T09:15:33.564388] [INFO ] [CONFIGURE ] ACHR: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T09:15:33.564420] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T09:15:46.221271] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:15:59.281031] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:16:12.536078] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:16:12.784639] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:16:12.980309] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:16:13.466447] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T09:16:26.616034] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:16:38.359081] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:16:38.983158] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:16:39.573167] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:16:39.573388] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T09:16:39.573521] [INFO ] [CONFIGURE ] JOB ETA: 1175.0h | Avg: 80.6s/test | Remaining: 52511 tests
[2025-10-11T09:16:39.573566] [INFO ] [CONFIGURE ] ACHR: Testing feature 11/29: add_obv_daily
[2025-10-11T09:16:39.573600] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily']
[2025-10-11T09:16:40.031454] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:16:40.326079] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:16:40.490521] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:16:52.997161] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:16:53.475668] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:16:54.527732] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:17:04.874179] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:17:18.083791] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:17:31.122486] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:17:44.203515] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:17:44.203737] [INFO ] [CONFIGURE ] ACHR: KEPT add_obv_daily (score: 80.00%)
[2025-10-11T09:17:44.203800] [INFO ] [CONFIGURE ] JOB ETA: 1174.4h | Avg: 80.5s/test | Remaining: 52510 tests
[2025-10-11T09:17:44.203839] [INFO ] [CONFIGURE ] ACHR: Testing feature 12/29: add_obv_interval
[2025-10-11T09:17:44.203872] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-11T09:17:44.776785] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:17:57.229753] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:18:09.852420] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:18:20.891729] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:18:21.200909] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:18:33.686193] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:18:45.893706] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T09:18:53.105078] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:19:05.823802] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:19:18.750616] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:19:18.754973] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T09:19:18.755036] [INFO ] [CONFIGURE ] JOB ETA: 1174.9h | Avg: 80.6s/test | Remaining: 52509 tests
[2025-10-11T09:19:18.755076] [INFO ] [CONFIGURE ] ACHR: Testing feature 13/29: add_opening_strength
[2025-10-11T09:19:18.755109] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T09:19:27.960487] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:19:38.924321] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:19:42.716722] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:19:53.979296] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:20:05.456185] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:20:17.137309] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:20:28.470483] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:20:40.158155] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:20:51.550164] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:21:03.315950] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:21:03.316123] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T09:21:03.316184] [INFO ] [CONFIGURE ] JOB ETA: 1175.9h | Avg: 80.6s/test | Remaining: 52508 tests
[2025-10-11T09:21:03.316222] [INFO ] [CONFIGURE ] ACHR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T09:21:03.316255] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-11T09:21:15.703028] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:21:28.275417] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:21:40.733638] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:21:53.378820] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:22:06.505636] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:22:11.132411] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:22:11.627956] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:22:12.067936] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:22:13.511761] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:22:13.890362] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:22:13.890555] [INFO ] [CONFIGURE ] ACHR: KEPT add_order_flow_imbalance (score: 90.00%)
[2025-10-11T09:22:13.890625] [INFO ] [CONFIGURE ] JOB ETA: 1175.4h | Avg: 80.6s/test | Remaining: 52507 tests
[2025-10-11T09:22:13.890698] [INFO ] [CONFIGURE ] ACHR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T09:22:13.890745] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-11T09:22:14.366277] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:22:14.809766] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:22:15.523563] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:22:23.868021] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:22:28.192038] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:22:40.963526] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-11T09:22:53.634461] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:23:06.329595] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:23:11.803562] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:23:19.986287] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:23:19.986487] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T09:23:19.986550] [INFO ] [CONFIGURE ] JOB ETA: 1174.8h | Avg: 80.5s/test | Remaining: 52506 tests
[2025-10-11T09:23:19.986590] [INFO ] [CONFIGURE ] ACHR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T09:23:19.986623] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-11T09:23:20.632105] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:23:21.055418] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:23:22.070274] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:23:22.790101] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:23:34.936357] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:23:47.117448] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:23:59.653020] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:24:11.888303] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:24:16.326830] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:24:23.858760] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:24:23.858954] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-11T09:24:23.859006] [INFO ] [CONFIGURE ] JOB ETA: 1174.1h | Avg: 80.5s/test | Remaining: 52505 tests
[2025-10-11T09:24:23.859042] [INFO ] [CONFIGURE ] ACHR: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T09:24:23.859075] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-11T09:24:35.831026] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:24:48.358815] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:25:00.647080] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:25:12.858257] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:25:25.336354] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:25:37.737496] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:25:50.262996] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:26:02.812095] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:26:15.183066] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:26:24.461747] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:26:24.461984] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T09:26:24.462050] [INFO ] [CONFIGURE ] JOB ETA: 1175.7h | Avg: 80.6s/test | Remaining: 52504 tests
[2025-10-11T09:26:24.462091] [INFO ] [CONFIGURE ] ACHR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T09:26:24.462126] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-11T09:26:36.582775] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:26:49.015280] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:26:49.662770] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:26:50.461279] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:27:03.277542] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:27:15.652538] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:27:28.284361] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:27:40.797169] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:27:53.322734] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:27:53.587953] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:27:53.588147] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T09:27:53.588210] [INFO ] [CONFIGURE ] JOB ETA: 1176.0h | Avg: 80.6s/test | Remaining: 52503 tests
[2025-10-11T09:27:53.588250] [INFO ] [CONFIGURE ] ACHR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T09:27:53.588283] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-11T09:27:53.845842] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:27:56.291992] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:28:08.859419] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:28:21.525132] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:28:34.497429] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:28:47.398288] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:29:00.166227] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:29:12.994101] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:29:25.522488] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:29:37.890035] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:29:37.890206] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T09:29:37.890270] [INFO ] [CONFIGURE ] JOB ETA: 1177.0h | Avg: 80.7s/test | Remaining: 52502 tests
[2025-10-11T09:29:37.890328] [INFO ] [CONFIGURE ] ACHR: Testing feature 20/29: add_price_rejection
[2025-10-11T09:29:37.890362] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-11T09:29:50.355171] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:30:02.782867] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:30:03.881542] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:30:04.402847] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:30:09.760806] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:30:22.400978] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:30:35.032703] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:30:42.050788] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:30:42.532065] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:30:43.065868] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:30:43.066054] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T09:30:43.066118] [INFO ] [CONFIGURE ] JOB ETA: 1176.3h | Avg: 80.7s/test | Remaining: 52501 tests
[2025-10-11T09:30:43.066157] [INFO ] [CONFIGURE ] ACHR: Testing feature 21/29: add_range_position
[2025-10-11T09:30:43.066189] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-11T09:30:55.030987] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:30:55.428358] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:30:55.995257] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:30:56.479620] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:31:08.963436] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:31:21.359913] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:31:33.995897] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:31:34.485537] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T09:31:35.643035] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:31:48.002430] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:31:48.002596] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T09:31:48.002662] [INFO ] [CONFIGURE ] JOB ETA: 1175.7h | Avg: 80.6s/test | Remaining: 52500 tests
[2025-10-11T09:31:48.002723] [INFO ] [CONFIGURE ] ACHR: Testing feature 22/29: add_realized_volatility
[2025-10-11T09:31:48.002759] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-11T09:32:00.111765] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:32:12.515127] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:32:24.787465] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:32:37.101971] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:32:49.194432] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:33:01.453046] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:33:13.772921] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:33:26.194689] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T09:33:38.406081] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:33:48.172913] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:33:48.173125] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T09:33:48.173199] [INFO ] [CONFIGURE ] JOB ETA: 1177.2h | Avg: 80.7s/test | Remaining: 52499 tests
[2025-10-11T09:33:48.173258] [INFO ] [CONFIGURE ] ACHR: Testing feature 23/29: add_recent_range_context
[2025-10-11T09:33:48.173317] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-11T09:33:48.824198] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:33:49.311811] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:33:50.334452] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:34:02.953408] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:34:13.685945] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:34:19.749266] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:34:20.941908] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:34:33.482582] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:34:46.116948] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:34:58.530514] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:34:58.530742] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-11T09:34:58.530807] [INFO ] [CONFIGURE ] JOB ETA: 1176.8h | Avg: 80.7s/test | Remaining: 52498 tests
[2025-10-11T09:34:58.530847] [INFO ] [CONFIGURE ] ACHR: Testing feature 24/29: add_rsi
[2025-10-11T09:34:58.530881] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-11T09:35:10.480889] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:35:20.038747] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:35:24.212953] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T09:35:25.279836] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:35:25.917484] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:35:26.550081] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:35:38.960014] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:35:51.246151] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:36:03.473594] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:36:04.503836] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:36:04.504138] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T09:36:04.504203] [INFO ] [CONFIGURE ] JOB ETA: 1176.2h | Avg: 80.7s/test | Remaining: 52497 tests
[2025-10-11T09:36:04.504246] [INFO ] [CONFIGURE ] ACHR: Testing feature 25/29: add_tick_distribution
[2025-10-11T09:36:04.504323] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-11T09:36:05.278718] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:36:06.753729] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:36:19.420831] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:36:20.028364] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:36:20.443443] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:36:20.993774] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:36:30.108420] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:36:39.428475] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:36:51.960672] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:37:04.455823] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:37:04.456035] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-11T09:37:04.456099] [INFO ] [CONFIGURE ] JOB ETA: 1175.3h | Avg: 80.6s/test | Remaining: 52496 tests
[2025-10-11T09:37:04.456138] [INFO ] [CONFIGURE ] ACHR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T09:37:04.456191] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-11T09:37:13.291836] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:37:25.636778] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:37:30.242330] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:37:34.133527] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:37:46.772949] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:37:47.412117] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:37:59.923292] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:38:12.404231] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:38:12.793336] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:38:25.328322] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:38:25.328493] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T09:38:25.328537] [INFO ] [CONFIGURE ] JOB ETA: 1175.3h | Avg: 80.6s/test | Remaining: 52495 tests
[2025-10-11T09:38:25.328572] [INFO ] [CONFIGURE ] ACHR: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T09:38:25.328605] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-11T09:38:31.967033] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:38:32.321619] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:38:32.723055] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:38:33.207627] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:38:33.739891] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:38:38.146285] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:38:50.597880] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:39:03.153058] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:39:10.982558] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:39:15.830229] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:39:15.830397] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-11T09:39:15.830441] [INFO ] [CONFIGURE ] JOB ETA: 1174.1h | Avg: 80.5s/test | Remaining: 52494 tests
[2025-10-11T09:39:15.830477] [INFO ] [CONFIGURE ] ACHR: Testing feature 28/29: add_volume_profile
[2025-10-11T09:39:15.830509] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-11T09:39:28.188730] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:39:36.019677] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T09:39:36.266829] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:39:36.702089] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:39:49.573635] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:40:02.159305] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:40:14.055445] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:40:26.853043] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:40:27.225089] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:40:27.773025] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-11T09:40:27.773205] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T09:40:27.773267] [INFO ] [CONFIGURE ] JOB ETA: 1173.8h | Avg: 80.5s/test | Remaining: 52493 tests
[2025-10-11T09:40:27.773307] [INFO ] [CONFIGURE ] ACHR: Testing feature 29/29: add_vwap
[2025-10-11T09:40:27.773341] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-11T09:40:33.512994] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:40:45.797456] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T09:40:58.218624] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T09:41:10.622613] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:41:20.967398] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T09:41:33.332609] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T09:41:45.827849] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T09:41:58.457733] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T09:41:59.029678] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:42:11.667848] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T09:42:11.668472] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T09:42:11.668521] [INFO ] [CONFIGURE ] JOB ETA: 1174.7h | Avg: 80.6s/test | Remaining: 52492 tests
[2025-10-11T09:42:11.668559] [INFO ] [CONFIGURE ] ACHR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T09:42:11.668590] [INFO ] [CONFIGURE ] ACHR: Best accuracy: 90.00%
[2025-10-11T09:42:11.668637] [INFO ] [CONFIGURE ] ACHR: Best feature set (2 features): ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-11T09:42:11.668711] [INFO ] [CONFIGURE ] ACHR: Improvement over baseline: 20.00%
[2025-10-11T09:42:11.668744] [INFO ] [CONFIGURE ] ACHR: Total time: 38.0 minutes
[2025-10-11T09:42:11.668772] [INFO ] [CONFIGURE ] ACHR: Average time per feature: 78.6 seconds
[2025-10-11T09:42:11.668800] [INFO ] [CONFIGURE ] ACHR: Average speed: 0.01 features/sec
[2025-10-11T09:42:11.669143] [INFO ] [LOCAL     ] Saved configuration for ACHR: 2 features, 90.00% accuracy -> ./output/feature-sets/ACHR.json
[2025-10-11T09:42:11.669200] [INFO ] [CONFIGURE ] ACHR: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-11T09:42:11.669239] [INFO ] [sig       ] [13/1823] Successfully configured ACHR | 0.00 sym/s | Total: 8.7h | ETA: 1211.6h
[2025-10-11T09:42:11.669274] [INFO ] [sig       ] [14/1823] Configuring ACI...
[2025-10-11T09:42:11.669304] [INFO ] [CONFIGURE ] ACI: Configurate test run.
[2025-10-11T09:42:11.669354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-10-11T09:42:11.686947] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACI'.
[2025-10-11T09:42:11.687353] [INFO ] [CONFIGURE ] ACI: Testing with 29 available features
[2025-10-11T09:42:11.687412] [INFO ] [CONFIGURE ] ACI: Establishing baseline with no features...
[2025-10-11T09:42:11.830780] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:42:20.966842] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T09:42:21.746279] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:42:22.690888] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:42:23.282519] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:42:23.801943] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:42:37.913398] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:42:51.749843] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:43:06.046903] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:43:12.473350] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:43:12.473539] [INFO ] [CONFIGURE ] ACI: Baseline score (no features): 60.00%
[2025-10-11T09:43:12.473613] [INFO ] [CONFIGURE ] ACI: Testing feature 1/29: add_bollinger_bands
[2025-10-11T09:43:12.473694] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands']
[2025-10-11T09:43:24.948983] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:43:37.738335] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T09:43:38.186782] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:43:38.360993] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:43:38.567874] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:43:39.469417] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:43:48.795020] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:44:01.996426] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:44:15.604593] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:44:29.072394] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:44:29.072599] [INFO ] [CONFIGURE ] ACI: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T09:44:29.072683] [INFO ] [CONFIGURE ] JOB ETA: 1174.5h | Avg: 80.5s/test | Remaining: 52491 tests
[2025-10-11T09:44:29.072735] [INFO ] [CONFIGURE ] ACI: Testing feature 2/29: add_cumulative_delta
[2025-10-11T09:44:29.072769] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T09:44:32.467165] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:44:33.487140] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T09:44:34.294764] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:44:44.107606] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:44:56.416258] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:44:57.524790] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:45:09.958247] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:45:14.928752] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:45:27.665989] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:45:36.108306] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:45:36.108544] [INFO ] [CONFIGURE ] ACI: KEPT add_cumulative_delta (score: 90.00%)
[2025-10-11T09:45:36.108609] [INFO ] [CONFIGURE ] JOB ETA: 1173.9h | Avg: 80.5s/test | Remaining: 52490 tests
[2025-10-11T09:45:36.108688] [INFO ] [CONFIGURE ] ACI: Testing feature 3/29: add_daily_returns
[2025-10-11T09:45:36.108748] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-11T09:45:36.904951] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:45:49.125968] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T09:45:49.780494] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:45:50.348189] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:45:50.705365] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:46:03.374111] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:46:15.205591] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:46:27.813971] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:46:40.278185] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:46:52.528178] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:46:52.528458] [INFO ] [CONFIGURE ] ACI: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T09:46:52.528521] [INFO ] [CONFIGURE ] JOB ETA: 1173.8h | Avg: 80.5s/test | Remaining: 52489 tests
[2025-10-11T09:46:52.528571] [INFO ] [CONFIGURE ] ACI: Testing feature 4/29: add_ema
[2025-10-11T09:46:52.528628] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-11T09:47:04.681523] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:47:05.346602] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T09:47:05.924985] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:47:18.611171] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:47:30.987159] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:47:43.360951] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:47:55.934144] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:48:08.565995] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:48:16.767319] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:48:29.512400] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:48:29.512595] [INFO ] [CONFIGURE ] ACI: DISCARDED add_ema (score: 60.00%)
[2025-10-11T09:48:29.512681] [INFO ] [CONFIGURE ] JOB ETA: 1174.4h | Avg: 80.5s/test | Remaining: 52488 tests
[2025-10-11T09:48:29.512735] [INFO ] [CONFIGURE ] ACI: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T09:48:29.512771] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T09:48:34.208856] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:48:34.937790] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T09:48:35.555479] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:48:45.408194] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:48:52.002556] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:48:52.500327] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:48:53.044018] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:49:05.178835] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:49:17.495530] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:49:19.143698] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:49:19.143875] [INFO ] [CONFIGURE ] ACI: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-11T09:49:19.143919] [INFO ] [CONFIGURE ] JOB ETA: 1173.2h | Avg: 80.5s/test | Remaining: 52487 tests
[2025-10-11T09:49:19.143969] [INFO ] [CONFIGURE ] ACI: Testing feature 6/29: add_failed_moves
[2025-10-11T09:49:19.144027] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-11T09:49:19.546424] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:49:31.887040] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T09:49:33.461314] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:49:33.843915] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:49:34.286137] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:49:39.853345] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:49:47.443505] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:49:48.076126] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:49:48.530880] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:49:48.866191] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:49:48.866365] [INFO ] [CONFIGURE ] ACI: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T09:49:48.866408] [INFO ] [CONFIGURE ] JOB ETA: 1171.2h | Avg: 80.3s/test | Remaining: 52486 tests
[2025-10-11T09:49:48.866463] [INFO ] [CONFIGURE ] ACI: Testing feature 7/29: add_lag_shelf
[2025-10-11T09:49:48.866497] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-11T09:50:01.242504] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:50:13.509574] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T09:50:25.905222] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:50:38.559576] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:50:51.010532] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:51:03.352421] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:51:15.642195] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:51:28.196560] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:51:40.809762] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:51:53.432227] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:51:53.432435] [INFO ] [CONFIGURE ] ACI: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-11T09:51:53.432498] [INFO ] [CONFIGURE ] JOB ETA: 1172.9h | Avg: 80.4s/test | Remaining: 52485 tests
[2025-10-11T09:51:53.432550] [INFO ] [CONFIGURE ] ACI: Testing feature 8/29: add_macd
[2025-10-11T09:51:53.432607] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-11T09:52:04.913168] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:52:16.689686] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T09:52:27.897046] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:52:39.719553] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T09:52:51.423632] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:53:01.096670] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:53:01.669874] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:53:02.354794] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T09:53:02.936768] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:53:03.657332] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:53:03.657564] [INFO ] [CONFIGURE ] ACI: DISCARDED add_macd (score: 70.00%)
[2025-10-11T09:53:03.657629] [INFO ] [CONFIGURE ] JOB ETA: 1172.5h | Avg: 80.4s/test | Remaining: 52484 tests
[2025-10-11T09:53:03.657706] [INFO ] [CONFIGURE ] ACI: Testing feature 9/29: add_mfi
[2025-10-11T09:53:03.657755] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-11T09:53:04.240132] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:53:07.619077] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T09:53:20.472254] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:53:32.593287] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:53:33.135193] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:53:45.674043] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T09:53:46.167612] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:53:47.179868] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:53:56.218456] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:54:09.096224] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:54:09.096607] [INFO ] [CONFIGURE ] ACI: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T09:54:09.096702] [INFO ] [CONFIGURE ] JOB ETA: 1171.9h | Avg: 80.4s/test | Remaining: 52483 tests
[2025-10-11T09:54:09.096772] [INFO ] [CONFIGURE ] ACI: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T09:54:09.096830] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T09:54:20.848239] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:54:32.944289] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T09:54:44.548361] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:54:45.111974] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:54:54.140528] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:54:57.024581] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:54:57.688103] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:55:02.640115] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:55:15.086155] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:55:15.768728] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T09:55:15.768956] [INFO ] [CONFIGURE ] ACI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T09:55:15.769019] [INFO ] [CONFIGURE ] JOB ETA: 1171.3h | Avg: 80.3s/test | Remaining: 52482 tests
[2025-10-11T09:55:15.769072] [INFO ] [CONFIGURE ] ACI: Testing feature 11/29: add_obv_daily
[2025-10-11T09:55:15.769130] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-11T09:55:23.327392] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:55:35.731215] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T09:55:39.390511] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:55:40.217588] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:55:40.775898] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:55:53.505209] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:56:05.888940] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T09:56:18.688332] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:56:31.322615] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T09:56:43.917708] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:56:43.917918] [INFO ] [CONFIGURE ] ACI: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-11T09:56:43.917992] [INFO ] [CONFIGURE ] JOB ETA: 1171.6h | Avg: 80.4s/test | Remaining: 52481 tests
[2025-10-11T09:56:43.918047] [INFO ] [CONFIGURE ] ACI: Testing feature 12/29: add_obv_interval
[2025-10-11T09:56:43.918106] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-11T09:56:46.176486] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:56:58.666294] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T09:57:09.001888] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:57:15.249899] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:57:18.355684] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:57:28.742025] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:57:41.469891] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:57:54.212402] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:58:06.770848] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:58:19.496501] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:58:19.496732] [INFO ] [CONFIGURE ] ACI: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-11T09:58:19.496797] [INFO ] [CONFIGURE ] JOB ETA: 1172.1h | Avg: 80.4s/test | Remaining: 52480 tests
[2025-10-11T09:58:19.496850] [INFO ] [CONFIGURE ] ACI: Testing feature 13/29: add_opening_strength
[2025-10-11T09:58:19.496909] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T09:58:31.569080] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T09:58:43.933286] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T09:58:56.195373] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:59:08.675497] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T09:59:13.328712] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T09:59:25.617416] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T09:59:29.816096] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T09:59:30.622397] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T09:59:31.369759] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T09:59:31.887670] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T09:59:31.887846] [INFO ] [CONFIGURE ] ACI: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-11T09:59:31.887891] [INFO ] [CONFIGURE ] JOB ETA: 1171.8h | Avg: 80.4s/test | Remaining: 52479 tests
[2025-10-11T09:59:31.887928] [INFO ] [CONFIGURE ] ACI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T09:59:31.887961] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-11T09:59:32.426612] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T09:59:33.217154] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T09:59:45.701598] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T09:59:58.641048] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:00:01.854588] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:00:02.961458] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:00:15.598243] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:00:16.201859] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:00:28.278609] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:00:29.162434] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:00:29.162728] [INFO ] [CONFIGURE ] ACI: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-11T10:00:29.162792] [INFO ] [CONFIGURE ] JOB ETA: 1170.9h | Avg: 80.3s/test | Remaining: 52478 tests
[2025-10-11T10:00:29.162843] [INFO ] [CONFIGURE ] ACI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T10:00:29.162901] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-11T10:00:29.625483] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:00:30.068034] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:00:38.102403] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T10:00:50.422248] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:00:55.240074] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:00:55.444849] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:00:55.670079] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:01:08.004084] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:01:18.504094] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:01:30.713812] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:01:30.714033] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-11T10:01:30.714097] [INFO ] [CONFIGURE ] JOB ETA: 1170.2h | Avg: 80.3s/test | Remaining: 52477 tests
[2025-10-11T10:01:30.714151] [INFO ] [CONFIGURE ] ACI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T10:01:30.714233] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-11T10:01:43.114437] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:01:55.609490] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:02:07.017012] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:02:07.855032] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:02:08.798991] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:02:10.042906] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:02:22.644353] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:02:34.777412] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:02:47.276321] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T10:03:00.083407] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:03:00.083580] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T10:03:00.083671] [INFO ] [CONFIGURE ] JOB ETA: 1170.5h | Avg: 80.3s/test | Remaining: 52476 tests
[2025-10-11T10:03:00.083742] [INFO ] [CONFIGURE ] ACI: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T10:03:00.083821] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-11T10:03:00.612371] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:03:08.613516] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:03:12.860362] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:03:25.275076] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:03:37.504921] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:03:49.988465] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:04:02.569299] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:04:15.098500] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:04:15.820635] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:04:28.739881] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:04:28.740095] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T10:04:28.740156] [INFO ] [CONFIGURE ] JOB ETA: 1170.8h | Avg: 80.3s/test | Remaining: 52475 tests
[2025-10-11T10:04:28.740210] [INFO ] [CONFIGURE ] ACI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T10:04:28.740268] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-11T10:04:30.220442] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:04:42.683915] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:04:42.915227] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:04:43.200086] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:04:55.756874] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:05:03.134247] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:05:15.548857] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:05:28.268351] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:05:40.938360] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:05:53.749122] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:05:53.749335] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-11T10:05:53.749397] [INFO ] [CONFIGURE ] JOB ETA: 1171.0h | Avg: 80.3s/test | Remaining: 52474 tests
[2025-10-11T10:05:53.749448] [INFO ] [CONFIGURE ] ACI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T10:05:53.749505] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-11T10:06:06.182888] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:06:18.710578] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:06:31.412798] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:06:38.423385] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:06:50.976773] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:07:00.865790] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:07:01.456129] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:07:06.681281] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:07:19.621279] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:07:20.233567] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:07:20.233775] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T10:07:20.233836] [INFO ] [CONFIGURE ] JOB ETA: 1171.2h | Avg: 80.3s/test | Remaining: 52473 tests
[2025-10-11T10:07:20.233888] [INFO ] [CONFIGURE ] ACI: Testing feature 20/29: add_price_rejection
[2025-10-11T10:07:20.233947] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-11T10:07:31.407112] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:07:31.915482] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:07:44.443961] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:07:51.245158] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:08:03.587540] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:08:16.036370] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:08:27.918269] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:08:40.587852] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:08:53.176506] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:09:05.758420] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:09:05.758626] [INFO ] [CONFIGURE ] ACI: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-11T10:09:05.758712] [INFO ] [CONFIGURE ] JOB ETA: 1172.1h | Avg: 80.4s/test | Remaining: 52472 tests
[2025-10-11T10:09:05.758770] [INFO ] [CONFIGURE ] ACI: Testing feature 21/29: add_range_position
[2025-10-11T10:09:05.758828] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-11T10:09:17.684809] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:09:29.920502] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T10:09:42.162670] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:09:54.839746] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:10:07.417503] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:10:20.097985] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:10:32.654960] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:10:45.109939] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:10:57.161875] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:10:57.617941] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:10:57.618187] [INFO ] [CONFIGURE ] ACI: DISCARDED add_range_position (score: 90.00%)
[2025-10-11T10:10:57.618251] [INFO ] [CONFIGURE ] JOB ETA: 1173.2h | Avg: 80.5s/test | Remaining: 52471 tests
[2025-10-11T10:10:57.618307] [INFO ] [CONFIGURE ] ACI: Testing feature 22/29: add_realized_volatility
[2025-10-11T10:10:57.618365] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-11T10:11:09.960423] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:11:10.968027] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:11:12.041720] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:11:24.497414] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:11:36.932094] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:11:49.417599] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:12:02.033206] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:12:14.587572] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:12:27.227944] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T10:12:39.873213] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:12:39.873449] [INFO ] [CONFIGURE ] ACI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-11T10:12:39.873604] [INFO ] [CONFIGURE ] JOB ETA: 1174.0h | Avg: 80.5s/test | Remaining: 52470 tests
[2025-10-11T10:12:39.873684] [INFO ] [CONFIGURE ] ACI: Testing feature 23/29: add_recent_range_context
[2025-10-11T10:12:39.873744] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-11T10:12:52.005949] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:13:04.382461] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:13:16.666748] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:13:26.788980] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:13:36.015662] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:13:48.362308] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:14:00.847845] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:14:13.290009] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:14:25.834229] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:14:32.557754] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:14:32.557985] [INFO ] [CONFIGURE ] ACI: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T10:14:32.558049] [INFO ] [CONFIGURE ] JOB ETA: 1175.1h | Avg: 80.6s/test | Remaining: 52469 tests
[2025-10-11T10:14:32.558105] [INFO ] [CONFIGURE ] ACI: Testing feature 24/29: add_rsi
[2025-10-11T10:14:32.558165] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-11T10:14:33.117186] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:14:45.377240] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:14:57.631892] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:14:58.179109] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:15:10.776506] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:15:23.174777] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:15:31.267324] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:15:36.462389] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:15:37.597157] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:15:38.773510] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:15:38.773695] [INFO ] [CONFIGURE ] ACI: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T10:15:38.773796] [INFO ] [CONFIGURE ] JOB ETA: 1174.6h | Avg: 80.6s/test | Remaining: 52468 tests
[2025-10-11T10:15:38.773863] [INFO ] [CONFIGURE ] ACI: Testing feature 25/29: add_tick_distribution
[2025-10-11T10:15:38.773919] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-11T10:15:50.993191] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:15:54.160896] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:16:06.655725] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:16:17.232437] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:16:18.674433] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:16:19.139062] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:16:19.423102] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:16:21.912944] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:16:34.404540] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:16:40.031100] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:16:40.031286] [INFO ] [CONFIGURE ] ACI: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-11T10:16:40.031348] [INFO ] [CONFIGURE ] JOB ETA: 1173.9h | Avg: 80.5s/test | Remaining: 52467 tests
[2025-10-11T10:16:40.031387] [INFO ] [CONFIGURE ] ACI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T10:16:40.031421] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-11T10:16:52.045666] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:16:52.388185] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:16:52.876287] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:16:53.200237] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:17:03.718842] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:17:04.452182] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:17:17.091490] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:17:29.601739] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:17:42.193774] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T10:17:43.764615] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:17:43.764828] [INFO ] [CONFIGURE ] ACI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-11T10:17:43.764892] [INFO ] [CONFIGURE ] JOB ETA: 1173.2h | Avg: 80.5s/test | Remaining: 52466 tests
[2025-10-11T10:17:43.764946] [INFO ] [CONFIGURE ] ACI: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T10:17:43.765004] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-11T10:17:55.985555] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:18:08.582348] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:18:16.826006] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:18:26.483702] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:18:37.945998] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:18:48.926476] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:18:49.911164] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:19:02.261453] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:19:14.912454] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T10:19:25.290910] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:19:25.291066] [INFO ] [CONFIGURE ] ACI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-11T10:19:25.291128] [INFO ] [CONFIGURE ] JOB ETA: 1174.0h | Avg: 80.6s/test | Remaining: 52465 tests
[2025-10-11T10:19:25.291167] [INFO ] [CONFIGURE ] ACI: Testing feature 28/29: add_volume_profile
[2025-10-11T10:19:25.291201] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-11T10:19:26.207283] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T10:19:30.754155] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:19:31.167185] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:19:31.392626] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T10:19:32.181999] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:19:32.679013] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:19:41.873340] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:19:54.262360] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:20:06.669395] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T10:20:19.191964] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:20:19.192214] [INFO ] [CONFIGURE ] ACI: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-11T10:20:19.192290] [INFO ] [CONFIGURE ] JOB ETA: 1173.0h | Avg: 80.5s/test | Remaining: 52464 tests
[2025-10-11T10:20:19.192365] [INFO ] [CONFIGURE ] ACI: Testing feature 29/29: add_vwap
[2025-10-11T10:20:19.192424] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-11T10:20:28.025167] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T10:20:37.182177] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:20:49.228852] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T10:21:01.109531] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T10:21:10.724623] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:21:23.145945] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:21:35.727497] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:21:36.283355] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:21:44.753848] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T10:21:57.342957] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:21:57.343201] [INFO ] [CONFIGURE ] ACI: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T10:21:57.343266] [INFO ] [CONFIGURE ] JOB ETA: 1173.6h | Avg: 80.5s/test | Remaining: 52463 tests
[2025-10-11T10:21:57.343368] [INFO ] [CONFIGURE ] ACI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T10:21:57.343424] [INFO ] [CONFIGURE ] ACI: Best accuracy: 90.00%
[2025-10-11T10:21:57.343460] [INFO ] [CONFIGURE ] ACI: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T10:21:57.343491] [INFO ] [CONFIGURE ] ACI: Improvement over baseline: 30.00%
[2025-10-11T10:21:57.343519] [INFO ] [CONFIGURE ] ACI: Total time: 38.7 minutes
[2025-10-11T10:21:57.343548] [INFO ] [CONFIGURE ] ACI: Average time per feature: 80.2 seconds
[2025-10-11T10:21:57.343577] [INFO ] [CONFIGURE ] ACI: Average speed: 0.01 features/sec
[2025-10-11T10:21:57.344264] [INFO ] [LOCAL     ] Saved configuration for ACI: 2 features, 90.00% accuracy -> ./output/feature-sets/ACI.json
[2025-10-11T10:21:57.344322] [INFO ] [CONFIGURE ] ACI: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-11T10:21:57.344374] [INFO ] [sig       ] [14/1823] Successfully configured ACI | 0.00 sym/s | Total: 9.4h | ETA: 1210.1h
[2025-10-11T10:21:57.344431] [INFO ] [sig       ] [15/1823] Configuring ACM...
[2025-10-11T10:21:57.344607] [INFO ] [CONFIGURE ] ACM: Configurate test run.
[2025-10-11T10:21:57.344697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-10-11T10:21:57.357490] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACM'.
[2025-10-11T10:21:57.358027] [INFO ] [CONFIGURE ] ACM: Testing with 29 available features
[2025-10-11T10:21:57.358092] [INFO ] [CONFIGURE ] ACM: Establishing baseline with no features...
[2025-10-11T10:22:03.038773] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:22:16.712582] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:22:31.179396] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:22:45.717591] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:22:51.042044] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:23:04.474732] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:23:16.679891] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:23:16.833383] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:23:17.083166] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:23:17.400609] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:23:17.400828] [INFO ] [CONFIGURE ] ACM: Baseline score (no features): 40.00%
[2025-10-11T10:23:17.400893] [INFO ] [CONFIGURE ] ACM: Testing feature 1/29: add_bollinger_bands
[2025-10-11T10:23:17.400932] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands']
[2025-10-11T10:23:17.966323] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:23:31.709341] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:23:37.193679] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:23:51.170264] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:24:04.880807] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:24:18.906333] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:24:32.650277] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:24:46.380445] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:25:00.452317] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:25:14.081840] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:25:14.082011] [INFO ] [CONFIGURE ] ACM: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-11T10:25:14.082073] [INFO ] [CONFIGURE ] JOB ETA: 1174.9h | Avg: 80.6s/test | Remaining: 52462 tests
[2025-10-11T10:25:14.082111] [INFO ] [CONFIGURE ] ACM: Testing feature 2/29: add_cumulative_delta
[2025-10-11T10:25:14.082144] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-11T10:25:26.702384] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:25:39.286604] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:25:51.891672] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:26:04.244890] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:26:16.657558] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:26:29.156439] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:26:41.325935] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:26:53.886677] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:27:06.623194] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:27:19.183968] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:27:19.184216] [INFO ] [CONFIGURE ] ACM: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T10:27:19.184279] [INFO ] [CONFIGURE ] JOB ETA: 1176.5h | Avg: 80.7s/test | Remaining: 52461 tests
[2025-10-11T10:27:19.184330] [INFO ] [CONFIGURE ] ACM: Testing feature 3/29: add_daily_returns
[2025-10-11T10:27:19.184388] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-11T10:27:29.428341] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:27:41.906179] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:27:42.371041] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:27:55.276227] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:28:04.427542] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:28:11.569203] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:28:22.898602] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:28:33.680980] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:28:34.198374] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:28:47.211214] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:28:47.211423] [INFO ] [CONFIGURE ] ACM: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T10:28:47.211486] [INFO ] [CONFIGURE ] JOB ETA: 1176.7h | Avg: 80.7s/test | Remaining: 52460 tests
[2025-10-11T10:28:47.211524] [INFO ] [CONFIGURE ] ACM: Testing feature 4/29: add_ema
[2025-10-11T10:28:47.211557] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-11T10:29:00.551404] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:29:11.728752] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:29:17.438132] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:29:30.898933] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:29:43.948301] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:29:56.689069] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:30:06.832807] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:30:19.981189] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:30:31.531991] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:30:42.714312] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:30:42.714543] [INFO ] [CONFIGURE ] ACM: DISCARDED add_ema (score: 40.00%)
[2025-10-11T10:30:42.714608] [INFO ] [CONFIGURE ] JOB ETA: 1177.9h | Avg: 80.8s/test | Remaining: 52459 tests
[2025-10-11T10:30:42.714675] [INFO ] [CONFIGURE ] ACM: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T10:30:42.714753] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T10:30:43.130901] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:30:43.582017] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:30:44.178433] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:30:57.054030] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:31:09.770043] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:31:21.433572] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:31:33.993546] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:31:34.746479] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:31:35.501497] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:31:36.002910] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:31:36.003124] [INFO ] [CONFIGURE ] ACM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T10:31:36.003191] [INFO ] [CONFIGURE ] JOB ETA: 1176.9h | Avg: 80.8s/test | Remaining: 52458 tests
[2025-10-11T10:31:36.003232] [INFO ] [CONFIGURE ] ACM: Testing feature 6/29: add_failed_moves
[2025-10-11T10:31:36.003267] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-11T10:31:45.617191] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:31:47.207930] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:31:58.764719] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:31:59.305634] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:31:59.975696] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:32:00.174231] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:32:00.680413] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:32:01.262218] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:32:12.626915] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:32:20.785983] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:32:20.786121] [INFO ] [CONFIGURE ] ACM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T10:32:20.786165] [INFO ] [CONFIGURE ] JOB ETA: 1175.6h | Avg: 80.7s/test | Remaining: 52457 tests
[2025-10-11T10:32:20.786238] [INFO ] [CONFIGURE ] ACM: Testing feature 7/29: add_lag_shelf
[2025-10-11T10:32:20.786289] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-11T10:32:34.088368] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:32:42.160304] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:32:43.587363] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:32:44.775199] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:32:58.487100] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:33:01.416717] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:33:14.580488] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:33:27.838167] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:33:41.581261] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:33:54.980128] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:33:54.980278] [INFO ] [CONFIGURE ] ACM: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T10:33:54.980323] [INFO ] [CONFIGURE ] JOB ETA: 1176.1h | Avg: 80.7s/test | Remaining: 52456 tests
[2025-10-11T10:33:54.980359] [INFO ] [CONFIGURE ] ACM: Testing feature 8/29: add_macd
[2025-10-11T10:33:54.980392] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-11T10:34:07.019992] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:34:07.575057] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T10:34:08.195531] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:34:08.613575] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:34:21.018219] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:34:21.650305] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:34:33.807233] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:34:42.692729] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:34:43.315846] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:34:43.686210] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:34:43.686412] [INFO ] [CONFIGURE ] ACM: DISCARDED add_macd (score: 50.00%)
[2025-10-11T10:34:43.686458] [INFO ] [CONFIGURE ] JOB ETA: 1174.9h | Avg: 80.6s/test | Remaining: 52455 tests
[2025-10-11T10:34:43.686494] [INFO ] [CONFIGURE ] ACM: Testing feature 9/29: add_mfi
[2025-10-11T10:34:43.686527] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-11T10:34:44.058679] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:34:57.418288] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:34:58.020451] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:34:58.459635] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:35:08.123900] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:35:10.184077] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:35:10.513721] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:35:24.116922] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:35:31.290797] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:35:44.966380] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:35:44.966797] [INFO ] [CONFIGURE ] ACM: DISCARDED add_mfi (score: 40.00%)
[2025-10-11T10:35:44.966861] [INFO ] [CONFIGURE ] JOB ETA: 1174.2h | Avg: 80.6s/test | Remaining: 52454 tests
[2025-10-11T10:35:44.966899] [INFO ] [CONFIGURE ] ACM: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T10:35:44.966933] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T10:35:52.470204] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:35:52.875745] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T10:35:56.529777] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:36:08.919770] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:36:21.179841] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:36:21.684347] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T10:36:31.419590] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:36:33.355443] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:36:33.850558] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:36:34.321804] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:36:34.321970] [INFO ] [CONFIGURE ] ACM: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T10:36:34.322013] [INFO ] [CONFIGURE ] JOB ETA: 1173.1h | Avg: 80.5s/test | Remaining: 52453 tests
[2025-10-11T10:36:34.322049] [INFO ] [CONFIGURE ] ACM: Testing feature 11/29: add_obv_daily
[2025-10-11T10:36:34.322084] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-11T10:36:44.138491] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:36:44.615808] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:36:57.450427] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:37:08.928890] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:37:09.344045] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:37:22.489475] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:37:35.568621] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:37:48.554795] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:38:02.202576] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:38:15.474318] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:38:15.474512] [INFO ] [CONFIGURE ] ACM: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-11T10:38:15.474560] [INFO ] [CONFIGURE ] JOB ETA: 1173.8h | Avg: 80.6s/test | Remaining: 52452 tests
[2025-10-11T10:38:15.474600] [INFO ] [CONFIGURE ] ACM: Testing feature 12/29: add_obv_interval
[2025-10-11T10:38:15.474634] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-11T10:38:22.104106] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T10:38:35.368707] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:38:35.902109] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:38:49.395856] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:39:01.919066] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:39:15.770635] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:39:26.136275] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:39:32.726475] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:39:38.652114] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:39:52.117237] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:39:52.117407] [INFO ] [CONFIGURE ] ACM: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-11T10:39:52.117469] [INFO ] [CONFIGURE ] JOB ETA: 1174.3h | Avg: 80.6s/test | Remaining: 52451 tests
[2025-10-11T10:39:52.117507] [INFO ] [CONFIGURE ] ACM: Testing feature 13/29: add_opening_strength
[2025-10-11T10:39:52.117538] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T10:39:57.309613] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:39:57.740366] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:39:58.259127] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:40:10.042221] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:40:21.850552] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:40:27.850500] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:40:39.883824] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:40:51.911004] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:41:04.510089] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:41:16.824664] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:41:16.824836] [INFO ] [CONFIGURE ] ACM: KEPT add_opening_strength (score: 80.00%)
[2025-10-11T10:41:16.824898] [INFO ] [CONFIGURE ] JOB ETA: 1174.4h | Avg: 80.6s/test | Remaining: 52450 tests
[2025-10-11T10:41:16.824937] [INFO ] [CONFIGURE ] ACM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T10:41:16.824972] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-11T10:41:27.699220] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:41:28.453818] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:41:28.853129] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:41:29.666184] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:41:30.216073] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:41:31.251140] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:41:31.681522] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:41:32.128846] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:41:43.984379] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:41:50.707470] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:41:50.707680] [INFO ] [CONFIGURE ] ACM: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T10:41:50.707746] [INFO ] [CONFIGURE ] JOB ETA: 1172.8h | Avg: 80.5s/test | Remaining: 52449 tests
[2025-10-11T10:41:50.707799] [INFO ] [CONFIGURE ] ACM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T10:41:50.707860] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-11T10:42:02.771845] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:42:07.511778] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T10:42:08.519135] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:42:20.412773] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:42:21.399324] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:42:33.507312] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:42:36.152868] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:42:44.135210] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:42:56.324957] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:43:01.585464] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:43:01.585693] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T10:43:01.585757] [INFO ] [CONFIGURE ] JOB ETA: 1172.4h | Avg: 80.5s/test | Remaining: 52448 tests
[2025-10-11T10:43:01.585797] [INFO ] [CONFIGURE ] ACM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T10:43:01.585832] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-11T10:43:13.554337] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:43:14.086375] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:43:23.702526] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:43:35.800075] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:43:42.599089] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:43:54.423896] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:43:55.393448] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:43:55.844906] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:43:56.450462] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:44:03.627358] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:44:03.627554] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-11T10:44:03.627617] [INFO ] [CONFIGURE ] JOB ETA: 1171.8h | Avg: 80.4s/test | Remaining: 52447 tests
[2025-10-11T10:44:03.630690] [INFO ] [CONFIGURE ] ACM: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T10:44:03.630741] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-11T10:44:12.850286] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:44:20.783734] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T10:44:30.655328] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:44:42.496262] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:44:54.159300] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:44:54.796249] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:45:06.690596] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:45:17.541863] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:45:18.042485] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:45:29.627168] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:45:29.627387] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T10:45:29.627450] [INFO ] [CONFIGURE ] JOB ETA: 1171.9h | Avg: 80.4s/test | Remaining: 52446 tests
[2025-10-11T10:45:29.627492] [INFO ] [CONFIGURE ] ACM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T10:45:29.627527] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-11T10:45:30.088870] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:45:42.018201] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:45:49.947272] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:45:50.282672] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:45:50.883997] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:46:02.840020] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:46:14.948121] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:46:15.829958] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:46:16.224146] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:46:20.489807] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:46:20.489958] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T10:46:20.490002] [INFO ] [CONFIGURE ] JOB ETA: 1170.9h | Avg: 80.4s/test | Remaining: 52445 tests
[2025-10-11T10:46:20.490037] [INFO ] [CONFIGURE ] ACM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T10:46:20.490070] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-11T10:46:32.490246] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:46:44.443278] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:46:45.238042] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:46:57.343763] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:47:09.079364] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:47:09.995157] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:47:18.778671] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:47:30.870810] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:47:32.847168] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:47:34.342948] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:47:34.343119] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-11T10:47:34.343179] [INFO ] [CONFIGURE ] JOB ETA: 1170.7h | Avg: 80.4s/test | Remaining: 52444 tests
[2025-10-11T10:47:34.343217] [INFO ] [CONFIGURE ] ACM: Testing feature 20/29: add_price_rejection
[2025-10-11T10:47:34.343249] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-11T10:47:46.111943] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:47:46.621243] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T10:47:58.266935] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:48:10.416785] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:48:20.968541] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:48:32.714567] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:48:33.188068] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:48:45.633541] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:48:57.962269] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:49:00.372289] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:49:00.372526] [INFO ] [CONFIGURE ] ACM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-11T10:49:00.372576] [INFO ] [CONFIGURE ] JOB ETA: 1170.8h | Avg: 80.4s/test | Remaining: 52443 tests
[2025-10-11T10:49:00.372613] [INFO ] [CONFIGURE ] ACM: Testing feature 21/29: add_range_position
[2025-10-11T10:49:00.372672] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-11T10:49:12.341981] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:49:23.219358] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T10:49:34.856846] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:49:46.704242] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:49:46.907047] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:49:56.512099] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:50:06.616453] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:50:07.049942] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:50:18.957854] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:50:20.428768] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:50:20.428936] [INFO ] [CONFIGURE ] ACM: DISCARDED add_range_position (score: 60.00%)
[2025-10-11T10:50:20.428980] [INFO ] [CONFIGURE ] JOB ETA: 1170.8h | Avg: 80.4s/test | Remaining: 52442 tests
[2025-10-11T10:50:20.429016] [INFO ] [CONFIGURE ] ACM: Testing feature 22/29: add_realized_volatility
[2025-10-11T10:50:20.429047] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-11T10:50:29.935505] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:50:41.700189] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T10:50:53.439328] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:51:05.271299] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:51:11.860675] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:51:23.695725] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:51:34.157862] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:51:46.482929] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:51:54.771611] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:52:01.484981] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:52:01.485218] [INFO ] [CONFIGURE ] ACM: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T10:52:01.485284] [INFO ] [CONFIGURE ] JOB ETA: 1171.5h | Avg: 80.4s/test | Remaining: 52441 tests
[2025-10-11T10:52:01.485325] [INFO ] [CONFIGURE ] ACM: Testing feature 23/29: add_recent_range_context
[2025-10-11T10:52:01.485361] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-11T10:52:02.030732] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:52:08.974137] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:52:14.755037] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:52:15.427555] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:52:27.450524] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:52:28.277775] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:52:29.298176] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:52:29.701117] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:52:36.606802] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:52:42.350768] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:52:42.350981] [INFO ] [CONFIGURE ] ACM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-11T10:52:42.351045] [INFO ] [CONFIGURE ] JOB ETA: 1170.1h | Avg: 80.3s/test | Remaining: 52440 tests
[2025-10-11T10:52:42.351086] [INFO ] [CONFIGURE ] ACM: Testing feature 24/29: add_rsi
[2025-10-11T10:52:42.351121] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-11T10:52:50.142581] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:52:56.025479] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:52:56.304513] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:53:08.255480] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:53:10.800888] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:53:11.377964] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:53:12.220675] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:53:13.124555] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:53:25.313858] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:53:37.565717] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T10:53:37.565940] [INFO ] [CONFIGURE ] ACM: DISCARDED add_rsi (score: 80.00%)
[2025-10-11T10:53:37.566009] [INFO ] [CONFIGURE ] JOB ETA: 1169.2h | Avg: 80.3s/test | Remaining: 52439 tests
[2025-10-11T10:53:37.566048] [INFO ] [CONFIGURE ] ACM: Testing feature 25/29: add_tick_distribution
[2025-10-11T10:53:37.566104] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-11T10:53:49.675210] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:54:01.680818] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:54:13.906178] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:54:25.865574] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:54:37.606694] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:54:49.660010] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:55:01.978876] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:55:14.284796] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:55:22.118958] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:55:30.740515] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:55:30.740741] [INFO ] [CONFIGURE ] ACM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T10:55:30.740803] [INFO ] [CONFIGURE ] JOB ETA: 1170.3h | Avg: 80.3s/test | Remaining: 52438 tests
[2025-10-11T10:55:30.740842] [INFO ] [CONFIGURE ] ACM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T10:55:30.740876] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-11T10:55:38.632836] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:55:39.161119] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:55:40.044012] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:55:40.436436] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:55:40.965580] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:55:48.964970] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:55:57.308772] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T10:56:09.386841] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:56:21.776178] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T10:56:22.310226] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:56:22.310395] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T10:56:22.310439] [INFO ] [CONFIGURE ] JOB ETA: 1169.3h | Avg: 80.3s/test | Remaining: 52437 tests
[2025-10-11T10:56:22.310477] [INFO ] [CONFIGURE ] ACM: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T10:56:22.310512] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-11T10:56:23.442104] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:56:35.167669] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:56:45.581807] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:56:49.511380] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T10:56:50.046944] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T10:56:51.218761] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:56:51.687780] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:57:04.062879] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:57:16.322928] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:57:28.621131] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:57:28.621338] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T10:57:28.621400] [INFO ] [CONFIGURE ] JOB ETA: 1168.8h | Avg: 80.2s/test | Remaining: 52436 tests
[2025-10-11T10:57:28.621440] [INFO ] [CONFIGURE ] ACM: Testing feature 28/29: add_volume_profile
[2025-10-11T10:57:28.621495] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-11T10:57:40.527446] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:57:51.154802] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T10:57:51.915304] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T10:57:52.840209] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:58:00.020161] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:58:11.773045] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:58:23.786424] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:58:24.590942] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:58:25.090072] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:58:37.195905] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:58:37.196110] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T10:58:37.196172] [INFO ] [CONFIGURE ] JOB ETA: 1168.4h | Avg: 80.2s/test | Remaining: 52435 tests
[2025-10-11T10:58:37.196210] [INFO ] [CONFIGURE ] ACM: Testing feature 29/29: add_vwap
[2025-10-11T10:58:37.196243] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-11T10:58:39.379266] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T10:58:39.904857] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T10:58:51.843977] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T10:59:03.862890] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T10:59:09.076697] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T10:59:11.698669] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T10:59:23.722859] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T10:59:36.081493] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T10:59:48.565897] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T10:59:57.609661] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T10:59:57.609863] [INFO ] [CONFIGURE ] ACM: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T10:59:57.609925] [INFO ] [CONFIGURE ] JOB ETA: 1168.4h | Avg: 80.2s/test | Remaining: 52434 tests
[2025-10-11T10:59:57.609965] [INFO ] [CONFIGURE ] ACM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T10:59:57.609997] [INFO ] [CONFIGURE ] ACM: Best accuracy: 80.00%
[2025-10-11T10:59:57.610030] [INFO ] [CONFIGURE ] ACM: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T10:59:57.610060] [INFO ] [CONFIGURE ] ACM: Improvement over baseline: 40.00%
[2025-10-11T10:59:57.610597] [INFO ] [CONFIGURE ] ACM: Total time: 36.7 minutes
[2025-10-11T10:59:57.610638] [INFO ] [CONFIGURE ] ACM: Average time per feature: 75.9 seconds
[2025-10-11T10:59:57.610713] [INFO ] [CONFIGURE ] ACM: Average speed: 0.01 features/sec
[2025-10-11T10:59:57.611195] [INFO ] [LOCAL     ] Saved configuration for ACM: 3 features, 80.00% accuracy -> ./output/feature-sets/ACM.json
[2025-10-11T10:59:57.611266] [INFO ] [CONFIGURE ] ACM: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-11T10:59:57.611316] [INFO ] [sig       ] [15/1823] Successfully configured ACM | 0.00 sym/s | Total: 10.0h | ETA: 1205.1h
[2025-10-11T10:59:57.611357] [INFO ] [sig       ] [16/1823] Configuring ACN...
[2025-10-11T10:59:57.611389] [INFO ] [CONFIGURE ] ACN: Configurate test run.
[2025-10-11T10:59:57.611431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-10-11T10:59:57.623286] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACN'.
[2025-10-11T10:59:57.623619] [INFO ] [CONFIGURE ] ACN: Testing with 29 available features
[2025-10-11T10:59:57.623708] [INFO ] [CONFIGURE ] ACN: Establishing baseline with no features...
[2025-10-11T11:00:05.522737] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:00:06.079243] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:00:06.631149] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:00:07.212099] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:00:07.364508] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:00:07.817984] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:00:07.984315] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:00:12.544424] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:00:27.529320] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:00:42.290370] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:00:42.290759] [INFO ] [CONFIGURE ] ACN: Baseline score (no features): 50.00%
[2025-10-11T11:00:42.290814] [INFO ] [CONFIGURE ] ACN: Testing feature 1/29: add_bollinger_bands
[2025-10-11T11:00:42.290849] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands']
[2025-10-11T11:00:45.107799] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:00:47.356347] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:00:55.252376] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:01:05.798667] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:01:06.016818] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:01:06.245711] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:01:06.453328] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:01:16.552975] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:01:31.109561] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:01:32.744008] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:01:32.744232] [INFO ] [CONFIGURE ] ACN: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-11T11:01:32.744295] [INFO ] [CONFIGURE ] JOB ETA: 1167.4h | Avg: 80.2s/test | Remaining: 52433 tests
[2025-10-11T11:01:32.744335] [INFO ] [CONFIGURE ] ACN: Testing feature 2/29: add_cumulative_delta
[2025-10-11T11:01:32.744370] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_cumulative_delta']
[2025-10-11T11:01:33.097765] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:01:33.442296] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:01:33.918457] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:01:34.874984] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:01:35.475414] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:01:44.988105] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:01:51.411114] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:01:52.250020] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:01:53.466313] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:02:06.679541] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:02:06.679808] [INFO ] [CONFIGURE ] ACN: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T11:02:06.679884] [INFO ] [CONFIGURE ] JOB ETA: 1165.8h | Avg: 80.0s/test | Remaining: 52432 tests
[2025-10-11T11:02:06.679949] [INFO ] [CONFIGURE ] ACN: Testing feature 3/29: add_daily_returns
[2025-10-11T11:02:06.680006] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns']
[2025-10-11T11:02:19.575446] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:02:32.784887] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:02:46.557268] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:03:00.531989] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:03:14.163249] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:03:27.946811] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:03:41.958091] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:03:55.647143] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:04:09.908035] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:04:23.988106] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:04:23.988299] [INFO ] [CONFIGURE ] ACN: KEPT add_daily_returns (score: 70.00%)
[2025-10-11T11:04:23.988363] [INFO ] [CONFIGURE ] JOB ETA: 1167.7h | Avg: 80.2s/test | Remaining: 52431 tests
[2025-10-11T11:04:23.988402] [INFO ] [CONFIGURE ] ACN: Testing feature 4/29: add_ema
[2025-10-11T11:04:23.988435] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-11T11:04:36.113932] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:04:48.479336] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:05:01.465298] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:05:08.694837] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:05:22.060056] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:05:35.484220] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:05:48.860420] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:06:02.183210] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:06:15.268829] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:06:21.810591] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:06:21.810809] [INFO ] [CONFIGURE ] ACN: DISCARDED add_ema (score: 60.00%)
[2025-10-11T11:06:21.810873] [INFO ] [CONFIGURE ] JOB ETA: 1168.9h | Avg: 80.3s/test | Remaining: 52430 tests
[2025-10-11T11:06:21.810912] [INFO ] [CONFIGURE ] ACN: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T11:06:21.810945] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T11:06:22.219967] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:06:28.495900] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:06:40.021372] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:06:40.421247] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:06:40.916892] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:06:53.034946] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:07:05.335490] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:07:17.557880] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:07:18.314978] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:07:18.890014] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:07:18.890193] [INFO ] [CONFIGURE ] ACN: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T11:07:18.890238] [INFO ] [CONFIGURE ] JOB ETA: 1168.1h | Avg: 80.2s/test | Remaining: 52429 tests
[2025-10-11T11:07:18.890272] [INFO ] [CONFIGURE ] ACN: Testing feature 6/29: add_failed_moves
[2025-10-11T11:07:18.890305] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-11T11:07:31.689812] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:07:31.862822] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:07:32.090567] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:07:41.375541] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:07:44.694747] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:07:58.517825] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:08:00.051005] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:08:05.616333] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:08:19.609845] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:08:33.626684] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:08:33.626931] [INFO ] [CONFIGURE ] ACN: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T11:08:33.626994] [INFO ] [CONFIGURE ] JOB ETA: 1167.9h | Avg: 80.2s/test | Remaining: 52428 tests
[2025-10-11T11:08:33.627035] [INFO ] [CONFIGURE ] ACN: Testing feature 7/29: add_lag_shelf
[2025-10-11T11:08:33.627069] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-11T11:08:33.817707] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:08:33.977344] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:08:45.669572] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:08:59.628868] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:09:00.339969] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:09:00.862179] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:09:03.510156] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:09:13.716499] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:09:28.144463] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:09:42.381618] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:09:42.381817] [INFO ] [CONFIGURE ] ACN: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T11:09:42.381868] [INFO ] [CONFIGURE ] JOB ETA: 1167.5h | Avg: 80.2s/test | Remaining: 52427 tests
[2025-10-11T11:09:42.381905] [INFO ] [CONFIGURE ] ACN: Testing feature 8/29: add_macd
[2025-10-11T11:09:42.381939] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-11T11:09:53.580032] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:09:55.067710] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:10:05.605563] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:10:06.301966] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:10:14.522899] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:10:26.322838] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:10:38.141463] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:10:50.015984] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:11:01.838946] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:11:13.700011] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:11:13.700201] [INFO ] [CONFIGURE ] ACN: DISCARDED add_macd (score: 50.00%)
[2025-10-11T11:11:13.700247] [INFO ] [CONFIGURE ] JOB ETA: 1167.9h | Avg: 80.2s/test | Remaining: 52426 tests
[2025-10-11T11:11:13.700283] [INFO ] [CONFIGURE ] ACN: Testing feature 9/29: add_mfi
[2025-10-11T11:11:13.700316] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-11T11:11:26.624584] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:11:39.448816] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:11:52.986332] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:12:06.613318] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:12:20.488410] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:12:21.140755] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:12:21.924377] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:12:22.350262] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T11:12:32.481426] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:12:32.647189] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:12:32.647376] [INFO ] [CONFIGURE ] ACN: DISCARDED add_mfi (score: 70.00%)
[2025-10-11T11:12:32.647439] [INFO ] [CONFIGURE ] JOB ETA: 1167.8h | Avg: 80.2s/test | Remaining: 52425 tests
[2025-10-11T11:12:32.647477] [INFO ] [CONFIGURE ] ACN: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T11:12:32.647510] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T11:12:33.236937] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:12:34.705446] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:12:35.227545] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:12:35.886438] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:12:48.170142] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:12:48.948274] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:12:49.587445] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:12:54.980005] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T11:13:02.883056] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:13:08.853110] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:13:08.853329] [INFO ] [CONFIGURE ] ACN: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-11T11:13:08.853392] [INFO ] [CONFIGURE ] JOB ETA: 1166.4h | Avg: 80.1s/test | Remaining: 52424 tests
[2025-10-11T11:13:08.853431] [INFO ] [CONFIGURE ] ACN: Testing feature 11/29: add_obv_daily
[2025-10-11T11:13:08.853464] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-11T11:13:20.092921] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:13:31.769414] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:13:43.511854] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:13:55.290151] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:14:05.749588] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:14:06.201193] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:14:18.225335] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:14:30.822944] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:14:43.395469] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:14:56.083112] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:14:56.083300] [INFO ] [CONFIGURE ] ACN: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T11:14:56.083362] [INFO ] [CONFIGURE ] JOB ETA: 1167.2h | Avg: 80.2s/test | Remaining: 52423 tests
[2025-10-11T11:14:56.083432] [INFO ] [CONFIGURE ] ACN: Testing feature 12/29: add_obv_interval
[2025-10-11T11:14:56.083484] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-11T11:15:01.147138] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:15:02.005715] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:15:02.421522] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:15:02.982951] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:15:03.363557] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:15:03.801448] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:15:04.549440] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:15:17.198874] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:15:30.286558] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:15:30.472123] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:15:30.472345] [INFO ] [CONFIGURE ] ACN: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-11T11:15:30.472409] [INFO ] [CONFIGURE ] JOB ETA: 1165.7h | Avg: 80.1s/test | Remaining: 52422 tests
[2025-10-11T11:15:30.472451] [INFO ] [CONFIGURE ] ACN: Testing feature 13/29: add_opening_strength
[2025-10-11T11:15:30.472487] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T11:15:31.215751] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:15:31.711321] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:15:31.949096] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:15:33.696209] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:15:45.904438] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:15:58.142817] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:16:10.245247] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:16:22.770930] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T11:16:35.307589] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:16:48.113913] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:16:48.114132] [INFO ] [CONFIGURE ] ACN: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-11T11:16:48.114195] [INFO ] [CONFIGURE ] JOB ETA: 1165.6h | Avg: 80.0s/test | Remaining: 52421 tests
[2025-10-11T11:16:48.114801] [INFO ] [CONFIGURE ] ACN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T11:16:48.114883] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-11T11:17:00.822979] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:17:13.946563] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:17:24.519774] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:17:24.872896] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:17:25.072043] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:17:38.121516] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:17:51.317766] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:18:04.486010] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:18:17.787440] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:18:31.201574] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:18:31.201811] [INFO ] [CONFIGURE ] ACN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-11T11:18:31.201875] [INFO ] [CONFIGURE ] JOB ETA: 1166.3h | Avg: 80.1s/test | Remaining: 52420 tests
[2025-10-11T11:18:31.201916] [INFO ] [CONFIGURE ] ACN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T11:18:31.201951] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-11T11:18:33.336540] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:18:46.597871] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:18:48.836085] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:18:57.621252] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:19:01.913076] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:19:08.985064] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:19:22.624790] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:19:36.007330] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:19:36.185167] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:19:36.807828] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:19:36.808035] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T11:19:36.808080] [INFO ] [CONFIGURE ] JOB ETA: 1165.8h | Avg: 80.1s/test | Remaining: 52419 tests
[2025-10-11T11:19:36.808115] [INFO ] [CONFIGURE ] ACN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T11:19:36.808146] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-11T11:19:38.417849] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:19:51.454440] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:20:04.592823] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:20:05.932783] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:20:06.527469] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:20:11.618010] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:20:24.861912] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:20:36.876377] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T11:20:37.083017] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:20:50.718198] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:20:50.718392] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-11T11:20:50.718468] [INFO ] [CONFIGURE ] JOB ETA: 1165.6h | Avg: 80.1s/test | Remaining: 52418 tests
[2025-10-11T11:20:50.718518] [INFO ] [CONFIGURE ] ACN: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T11:20:50.718553] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-11T11:21:03.248100] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:21:15.762471] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:21:28.807110] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:21:42.335040] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:21:55.609488] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:22:09.212028] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:22:10.052890] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:22:10.602955] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:22:13.615031] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:22:20.385099] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:22:20.385262] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T11:22:20.385324] [INFO ] [CONFIGURE ] JOB ETA: 1165.9h | Avg: 80.1s/test | Remaining: 52417 tests
[2025-10-11T11:22:20.385361] [INFO ] [CONFIGURE ] ACN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T11:22:20.385394] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T11:22:26.094909] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:22:38.563716] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:22:38.871200] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:22:39.234134] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:22:39.876130] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:22:40.279408] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:22:44.767483] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:22:48.459028] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:22:48.901100] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:22:49.814182] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:22:49.814345] [INFO ] [CONFIGURE ] ACN: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T11:22:49.814389] [INFO ] [CONFIGURE ] JOB ETA: 1164.2h | Avg: 80.0s/test | Remaining: 52416 tests
[2025-10-11T11:22:49.814424] [INFO ] [CONFIGURE ] ACN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T11:22:49.814458] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-11T11:23:02.369533] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:23:07.532786] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:23:07.865440] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:23:08.655483] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:23:21.918036] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:23:35.238044] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:23:46.847055] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:23:47.266674] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:23:51.032183] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:24:04.616013] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:24:04.616186] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-11T11:24:04.616236] [INFO ] [CONFIGURE ] JOB ETA: 1164.1h | Avg: 80.0s/test | Remaining: 52415 tests
[2025-10-11T11:24:04.616273] [INFO ] [CONFIGURE ] ACN: Testing feature 20/29: add_price_rejection
[2025-10-11T11:24:04.616305] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-11T11:24:04.863670] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:24:05.815513] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:24:05.977509] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:24:06.438513] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:24:07.938905] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:24:20.586903] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:24:33.418794] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:24:45.644833] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:24:46.156100] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:24:58.810282] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:24:58.810481] [INFO ] [CONFIGURE ] ACN: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-11T11:24:58.810544] [INFO ] [CONFIGURE ] JOB ETA: 1163.2h | Avg: 79.9s/test | Remaining: 52414 tests
[2025-10-11T11:24:58.810584] [INFO ] [CONFIGURE ] ACN: Testing feature 21/29: add_range_position
[2025-10-11T11:24:58.810616] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-11T11:25:05.456180] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:25:17.447262] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:25:29.975724] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:25:42.455099] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:25:55.052429] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:26:04.536263] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:26:17.189759] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:26:29.936820] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:26:42.445585] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:26:55.304899] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:26:55.305139] [INFO ] [CONFIGURE ] ACN: DISCARDED add_range_position (score: 70.00%)
[2025-10-11T11:26:55.305209] [INFO ] [CONFIGURE ] JOB ETA: 1164.4h | Avg: 80.0s/test | Remaining: 52413 tests
[2025-10-11T11:26:55.305248] [INFO ] [CONFIGURE ] ACN: Testing feature 22/29: add_realized_volatility
[2025-10-11T11:26:55.305303] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-11T11:27:07.795692] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:27:11.580600] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:27:24.404769] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:27:37.588360] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:27:50.623705] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:27:50.988636] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:27:52.171612] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:27:53.049447] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:28:06.061284] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:28:07.243473] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:28:07.243728] [INFO ] [CONFIGURE ] ACN: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-11T11:28:07.243795] [INFO ] [CONFIGURE ] JOB ETA: 1164.1h | Avg: 80.0s/test | Remaining: 52412 tests
[2025-10-11T11:28:07.243861] [INFO ] [CONFIGURE ] ACN: Testing feature 23/29: add_recent_range_context
[2025-10-11T11:28:07.243937] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-11T11:28:19.787033] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:28:32.012556] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:28:32.441692] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:28:32.658281] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:28:32.996084] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:28:33.186209] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:28:34.119562] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:28:34.756785] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:28:35.297866] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:28:48.331563] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:28:48.331722] [INFO ] [CONFIGURE ] ACN: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T11:28:48.331781] [INFO ] [CONFIGURE ] JOB ETA: 1162.8h | Avg: 79.9s/test | Remaining: 52411 tests
[2025-10-11T11:28:48.331818] [INFO ] [CONFIGURE ] ACN: Testing feature 24/29: add_rsi
[2025-10-11T11:28:48.331872] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-11T11:29:00.382563] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:29:12.459306] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:29:24.856133] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:29:25.838572] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:29:38.161356] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T11:29:39.395436] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:29:40.637127] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:29:52.885128] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:29:53.063518] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:29:53.902781] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:29:53.903026] [INFO ] [CONFIGURE ] ACN: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T11:29:53.903101] [INFO ] [CONFIGURE ] JOB ETA: 1162.3h | Avg: 79.8s/test | Remaining: 52410 tests
[2025-10-11T11:29:53.903171] [INFO ] [CONFIGURE ] ACN: Testing feature 25/29: add_tick_distribution
[2025-10-11T11:29:53.903220] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-11T11:30:05.259848] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:30:05.687911] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:30:06.154636] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:30:12.777727] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:30:15.223777] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:30:28.545012] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:30:41.713597] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:30:50.345542] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:31:03.783354] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-11T11:31:16.703976] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:31:16.704170] [INFO ] [CONFIGURE ] ACN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T11:31:16.704235] [INFO ] [CONFIGURE ] JOB ETA: 1162.4h | Avg: 79.8s/test | Remaining: 52409 tests
[2025-10-11T11:31:16.704274] [INFO ] [CONFIGURE ] ACN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T11:31:16.704309] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-11T11:31:29.425479] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:31:42.035995] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:31:50.651517] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:31:51.316001] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T11:31:52.353763] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:32:05.590003] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:32:18.906502] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:32:19.359482] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:32:20.194198] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:32:20.532342] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:32:20.532530] [INFO ] [CONFIGURE ] ACN: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T11:32:20.532592] [INFO ] [CONFIGURE ] JOB ETA: 1161.9h | Avg: 79.8s/test | Remaining: 52408 tests
[2025-10-11T11:32:20.532631] [INFO ] [CONFIGURE ] ACN: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T11:32:20.532705] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-11T11:32:23.105844] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:32:23.535503] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-26, Predicted=1.0, Actual=1
[2025-10-11T11:32:31.788885] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:32:44.335940] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:32:54.199442] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:33:07.211946] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:33:07.608920] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:33:19.639198] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:33:27.948402] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:33:40.895353] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:33:40.895527] [INFO ] [CONFIGURE ] ACN: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-11T11:33:40.895589] [INFO ] [CONFIGURE ] JOB ETA: 1161.9h | Avg: 79.8s/test | Remaining: 52407 tests
[2025-10-11T11:33:40.895627] [INFO ] [CONFIGURE ] ACN: Testing feature 28/29: add_volume_profile
[2025-10-11T11:33:40.895697] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-11T11:33:42.226306] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:33:54.660087] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:34:06.827769] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:34:18.929586] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:34:29.820894] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:34:42.281536] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:34:54.820550] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:35:07.472373] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:35:19.930526] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:35:32.305453] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:35:32.305673] [INFO ] [CONFIGURE ] ACN: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-11T11:35:32.305738] [INFO ] [CONFIGURE ] JOB ETA: 1162.8h | Avg: 79.9s/test | Remaining: 52406 tests
[2025-10-11T11:35:32.305777] [INFO ] [CONFIGURE ] ACN: Testing feature 29/29: add_vwap
[2025-10-11T11:35:32.305810] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-11T11:35:43.681513] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:35:55.354979] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-26, Predicted=0.0, Actual=1
[2025-10-11T11:36:07.094447] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:36:19.169984] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T11:36:31.074877] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T11:36:39.097294] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:36:39.434429] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:36:39.960108] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T11:36:40.397541] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:36:41.167438] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:36:41.167640] [INFO ] [CONFIGURE ] ACN: DISCARDED add_vwap (score: 60.00%)
[2025-10-11T11:36:41.167724] [INFO ] [CONFIGURE ] JOB ETA: 1162.5h | Avg: 79.9s/test | Remaining: 52405 tests
[2025-10-11T11:36:41.167805] [INFO ] [CONFIGURE ] ACN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T11:36:41.167856] [INFO ] [CONFIGURE ] ACN: Best accuracy: 80.00%
[2025-10-11T11:36:41.167891] [INFO ] [CONFIGURE ] ACN: Best feature set (2 features): ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-11T11:36:41.167920] [INFO ] [CONFIGURE ] ACN: Improvement over baseline: 30.00%
[2025-10-11T11:36:41.167948] [INFO ] [CONFIGURE ] ACN: Total time: 36.0 minutes
[2025-10-11T11:36:41.167974] [INFO ] [CONFIGURE ] ACN: Average time per feature: 74.4 seconds
[2025-10-11T11:36:41.168002] [INFO ] [CONFIGURE ] ACN: Average speed: 0.01 features/sec
[2025-10-11T11:36:41.168418] [INFO ] [LOCAL     ] Saved configuration for ACN: 2 features, 80.00% accuracy -> ./output/feature-sets/ACN.json
[2025-10-11T11:36:41.168475] [INFO ] [CONFIGURE ] ACN: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-11T11:36:41.168515] [INFO ] [sig       ] [16/1823] Successfully configured ACN | 0.00 sym/s | Total: 10.6h | ETA: 1198.3h
[2025-10-11T11:36:41.168547] [INFO ] [sig       ] [17/1823] Configuring ACP...
[2025-10-11T11:36:41.168576] [INFO ] [CONFIGURE ] ACP: Configurate test run.
[2025-10-11T11:36:41.168622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-10-11T11:36:41.180198] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACP'.
[2025-10-11T11:36:41.180560] [INFO ] [CONFIGURE ] ACP: Testing with 29 available features
[2025-10-11T11:36:41.180616] [INFO ] [CONFIGURE ] ACP: Establishing baseline with no features...
[2025-10-11T11:36:42.289564] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:36:54.823342] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:37:07.110705] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:37:17.334211] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:37:30.119411] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:37:43.628475] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:37:56.944533] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:38:10.868934] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:38:11.348835] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:38:24.720215] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:38:24.720453] [INFO ] [CONFIGURE ] ACP: Baseline score (no features): 50.00%
[2025-10-11T11:38:24.720528] [INFO ] [CONFIGURE ] ACP: Testing feature 1/29: add_bollinger_bands
[2025-10-11T11:38:24.720585] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands']
[2025-10-11T11:38:36.817742] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:38:48.741071] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:39:00.768947] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:39:13.204219] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:39:17.888870] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:39:18.937847] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:39:19.610458] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:39:28.650727] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:39:41.456733] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:39:54.440121] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:39:54.440284] [INFO ] [CONFIGURE ] ACP: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-11T11:39:54.440329] [INFO ] [CONFIGURE ] JOB ETA: 1162.8h | Avg: 79.9s/test | Remaining: 52404 tests
[2025-10-11T11:39:54.440380] [INFO ] [CONFIGURE ] ACP: Testing feature 2/29: add_cumulative_delta
[2025-10-11T11:39:54.440437] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta']
[2025-10-11T11:40:06.513278] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:40:09.298865] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:40:09.449887] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-29, Predicted=0.0, Actual=0
[2025-10-11T11:40:21.623387] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:40:31.772941] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:40:44.246371] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:40:55.766724] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:41:08.417825] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:41:21.101510] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:41:34.096232] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:41:34.096439] [INFO ] [CONFIGURE ] ACP: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-11T11:41:34.096503] [INFO ] [CONFIGURE ] JOB ETA: 1163.4h | Avg: 79.9s/test | Remaining: 52403 tests
[2025-10-11T11:41:34.096552] [INFO ] [CONFIGURE ] ACP: Testing feature 3/29: add_daily_returns
[2025-10-11T11:41:34.096609] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_daily_returns']
[2025-10-11T11:41:46.317496] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:41:51.554558] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:42:03.784296] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:42:16.379610] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:42:29.115770] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:42:39.771512] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:42:52.898459] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:43:06.017775] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:43:06.201952] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:43:06.704530] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:43:06.704739] [INFO ] [CONFIGURE ] ACP: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-11T11:43:06.704853] [INFO ] [CONFIGURE ] JOB ETA: 1163.7h | Avg: 79.9s/test | Remaining: 52402 tests
[2025-10-11T11:43:06.704943] [INFO ] [CONFIGURE ] ACP: Testing feature 4/29: add_ema
[2025-10-11T11:43:06.705001] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_ema']
[2025-10-11T11:43:18.244308] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:43:19.205525] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:43:19.387959] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:43:20.055737] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:43:20.575765] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:43:21.560507] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:43:34.895117] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:43:48.046660] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:43:55.493232] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:44:08.395158] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:44:08.395365] [INFO ] [CONFIGURE ] ACP: DISCARDED add_ema (score: 50.00%)
[2025-10-11T11:44:08.395429] [INFO ] [CONFIGURE ] JOB ETA: 1163.1h | Avg: 79.9s/test | Remaining: 52401 tests
[2025-10-11T11:44:08.395480] [INFO ] [CONFIGURE ] ACP: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T11:44:08.395538] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T11:44:13.686301] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:44:14.194477] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:44:14.814747] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:44:27.388260] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:44:39.901200] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:44:52.696186] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:45:05.382764] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:45:18.271951] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:45:31.268267] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:45:32.712911] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:45:32.713131] [INFO ] [CONFIGURE ] ACP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-11T11:45:32.713194] [INFO ] [CONFIGURE ] JOB ETA: 1163.3h | Avg: 79.9s/test | Remaining: 52400 tests
[2025-10-11T11:45:32.713246] [INFO ] [CONFIGURE ] ACP: Testing feature 6/29: add_failed_moves
[2025-10-11T11:45:32.713303] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_failed_moves']
[2025-10-11T11:45:45.335034] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:45:54.910905] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:45:55.996271] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:46:00.192876] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:46:13.243943] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:46:19.427814] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:46:19.586504] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:46:19.892729] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:46:33.383809] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:46:46.874295] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:46:46.874461] [INFO ] [CONFIGURE ] ACP: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-11T11:46:46.874505] [INFO ] [CONFIGURE ] JOB ETA: 1163.1h | Avg: 79.9s/test | Remaining: 52399 tests
[2025-10-11T11:46:46.874557] [INFO ] [CONFIGURE ] ACP: Testing feature 7/29: add_lag_shelf
[2025-10-11T11:46:46.874590] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_lag_shelf']
[2025-10-11T11:46:59.554565] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:47:12.131603] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:47:24.658966] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:47:37.701454] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:47:50.607072] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:47:53.687202] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:47:53.828774] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:48:07.749800] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:48:07.904170] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:48:08.898969] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:48:08.899140] [INFO ] [CONFIGURE ] ACP: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-11T11:48:08.899202] [INFO ] [CONFIGURE ] JOB ETA: 1163.1h | Avg: 79.9s/test | Remaining: 52398 tests
[2025-10-11T11:48:08.899240] [INFO ] [CONFIGURE ] ACP: Testing feature 8/29: add_macd
[2025-10-11T11:48:08.899272] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T11:48:13.129770] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:48:25.158306] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:48:37.228618] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:48:49.416125] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:48:57.384254] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:48:58.463817] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T11:49:10.855428] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:49:23.520048] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:49:36.044599] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:49:43.706049] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:49:43.706290] [INFO ] [CONFIGURE ] ACP: DISCARDED add_macd (score: 40.00%)
[2025-10-11T11:49:43.706351] [INFO ] [CONFIGURE ] JOB ETA: 1163.5h | Avg: 79.9s/test | Remaining: 52397 tests
[2025-10-11T11:49:43.706412] [INFO ] [CONFIGURE ] ACP: Testing feature 9/29: add_mfi
[2025-10-11T11:49:43.706449] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_mfi']
[2025-10-11T11:49:56.197165] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T11:49:56.360390] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:49:57.418005] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:49:57.592200] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:50:10.698794] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:50:24.152033] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:50:37.695633] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:50:51.520579] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:51:05.180212] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:51:18.627453] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:51:18.627664] [INFO ] [CONFIGURE ] ACP: DISCARDED add_mfi (score: 50.00%)
[2025-10-11T11:51:18.627728] [INFO ] [CONFIGURE ] JOB ETA: 1164.0h | Avg: 80.0s/test | Remaining: 52396 tests
[2025-10-11T11:51:18.627779] [INFO ] [CONFIGURE ] ACP: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T11:51:18.627837] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T11:51:30.494967] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:51:38.824621] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:51:39.072298] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:51:51.268234] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:52:03.437684] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:52:16.061024] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:52:28.612430] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:52:39.882859] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:52:47.530838] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:53:00.217126] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:53:00.217351] [INFO ] [CONFIGURE ] ACP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-11T11:53:00.217416] [INFO ] [CONFIGURE ] JOB ETA: 1164.6h | Avg: 80.0s/test | Remaining: 52395 tests
[2025-10-11T11:53:00.217469] [INFO ] [CONFIGURE ] ACP: Testing feature 11/29: add_obv_daily
[2025-10-11T11:53:00.217529] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_daily']
[2025-10-11T11:53:01.400091] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:53:13.767102] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:53:26.069556] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:53:38.589630] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:53:44.316397] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:53:57.088166] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:54:09.908807] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:54:22.958870] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T11:54:36.153850] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:54:48.026871] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:54:48.027087] [INFO ] [CONFIGURE ] ACP: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-11T11:54:48.027152] [INFO ] [CONFIGURE ] JOB ETA: 1165.5h | Avg: 80.1s/test | Remaining: 52394 tests
[2025-10-11T11:54:48.027206] [INFO ] [CONFIGURE ] ACP: Testing feature 12/29: add_obv_interval
[2025-10-11T11:54:48.027265] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval']
[2025-10-11T11:54:59.804241] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:55:11.608078] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:55:23.407148] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:55:25.907858] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:55:37.464719] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:55:42.756175] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:55:53.219758] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:56:06.095843] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:56:06.273818] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:56:06.699845] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T11:56:06.700027] [INFO ] [CONFIGURE ] ACP: KEPT add_obv_interval (score: 60.00%)
[2025-10-11T11:56:06.700089] [INFO ] [CONFIGURE ] JOB ETA: 1165.4h | Avg: 80.1s/test | Remaining: 52393 tests
[2025-10-11T11:56:06.700140] [INFO ] [CONFIGURE ] ACP: Testing feature 13/29: add_opening_strength
[2025-10-11T11:56:06.700198] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T11:56:17.876582] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:56:29.091487] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:56:39.061229] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:56:39.451766] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:56:39.762443] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:56:40.473619] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:56:41.928449] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T11:56:53.915331] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:57:05.779677] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:57:05.984372] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:57:05.984535] [INFO ] [CONFIGURE ] ACP: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-11T11:57:05.984580] [INFO ] [CONFIGURE ] JOB ETA: 1164.7h | Avg: 80.0s/test | Remaining: 52392 tests
[2025-10-11T11:57:05.984638] [INFO ] [CONFIGURE ] ACP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T11:57:05.988731] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-11T11:57:06.184956] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:57:06.621206] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:57:18.219458] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:57:27.302787] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:57:39.162207] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:57:51.472863] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:57:58.963105] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:58:11.883884] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T11:58:24.429969] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T11:58:37.054064] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T11:58:37.054294] [INFO ] [CONFIGURE ] ACP: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-11T11:58:37.054356] [INFO ] [CONFIGURE ] JOB ETA: 1165.1h | Avg: 80.1s/test | Remaining: 52391 tests
[2025-10-11T11:58:37.054407] [INFO ] [CONFIGURE ] ACP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T11:58:37.054466] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-11T11:58:43.698108] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T11:58:55.684857] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T11:59:07.717511] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T11:59:19.723547] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T11:59:31.982372] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T11:59:35.573193] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T11:59:41.528675] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T11:59:54.261211] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:00:06.901782] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:00:07.773353] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:00:07.773522] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-11T12:00:07.773585] [INFO ] [CONFIGURE ] JOB ETA: 1165.4h | Avg: 80.1s/test | Remaining: 52390 tests
[2025-10-11T12:00:07.773637] [INFO ] [CONFIGURE ] ACP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T12:00:07.773720] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-11T12:00:16.301782] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:00:28.281596] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:00:39.242302] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:00:39.400266] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:00:43.604832] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:00:50.485990] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:01:03.054563] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:01:15.683713] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:01:24.699535] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:01:37.289597] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:01:37.289874] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-11T12:01:37.290430] [INFO ] [CONFIGURE ] JOB ETA: 1165.6h | Avg: 80.1s/test | Remaining: 52389 tests
[2025-10-11T12:01:37.290487] [INFO ] [CONFIGURE ] ACP: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T12:01:37.290566] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-11T12:01:46.820854] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:01:56.324846] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:02:08.043856] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:02:08.313375] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:02:09.008601] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:02:09.200419] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:02:22.230710] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:02:34.802039] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:02:47.443445] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:02:59.907327] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:02:59.907527] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-11T12:02:59.907595] [INFO ] [CONFIGURE ] JOB ETA: 1165.7h | Avg: 80.1s/test | Remaining: 52388 tests
[2025-10-11T12:02:59.907690] [INFO ] [CONFIGURE ] ACP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T12:02:59.907753] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-11T12:03:10.427908] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:03:22.306265] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:03:30.346630] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:03:42.365489] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:03:52.611031] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:04:03.816157] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:04:16.591387] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T12:04:29.714725] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:04:42.588701] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:04:54.623007] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:04:54.623195] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-11T12:04:54.623266] [INFO ] [CONFIGURE ] JOB ETA: 1166.7h | Avg: 80.2s/test | Remaining: 52387 tests
[2025-10-11T12:04:54.623318] [INFO ] [CONFIGURE ] ACP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T12:04:54.623375] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-11T12:04:56.023885] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:04:56.585159] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:05:08.333962] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:05:20.261480] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:05:32.438690] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:05:44.856093] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:05:57.677004] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T12:06:00.575909] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:06:13.660603] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:06:26.321486] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:06:26.321719] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-11T12:06:26.321783] [INFO ] [CONFIGURE ] JOB ETA: 1167.0h | Avg: 80.2s/test | Remaining: 52386 tests
[2025-10-11T12:06:26.321834] [INFO ] [CONFIGURE ] ACP: Testing feature 20/29: add_price_rejection
[2025-10-11T12:06:26.321926] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-10-11T12:06:38.027128] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:06:49.775952] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:07:01.462327] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:07:04.564025] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:07:05.915962] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:07:18.258709] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:07:31.164975] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-11T12:07:44.271768] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:07:56.898630] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:08:08.404076] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:08:08.404278] [INFO ] [CONFIGURE ] ACP: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-11T12:08:08.404341] [INFO ] [CONFIGURE ] JOB ETA: 1167.7h | Avg: 80.2s/test | Remaining: 52385 tests
[2025-10-11T12:08:08.404394] [INFO ] [CONFIGURE ] ACP: Testing feature 21/29: add_range_position
[2025-10-11T12:08:08.404451] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-10-11T12:08:09.228990] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:08:09.774562] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:08:10.842351] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:08:22.460897] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:08:26.691874] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:08:32.298021] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:08:39.653327] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:08:39.886460] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:08:40.568207] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:08:41.188939] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T12:08:41.189143] [INFO ] [CONFIGURE ] ACP: DISCARDED add_range_position (score: 40.00%)
[2025-10-11T12:08:41.189205] [INFO ] [CONFIGURE ] JOB ETA: 1166.2h | Avg: 80.1s/test | Remaining: 52384 tests
[2025-10-11T12:08:41.189244] [INFO ] [CONFIGURE ] ACP: Testing feature 22/29: add_realized_volatility
[2025-10-11T12:08:41.189277] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-10-11T12:08:52.982757] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:09:04.848194] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:09:17.011447] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:09:29.173002] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:09:29.906356] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:09:42.368922] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:09:53.518005] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:10:00.670194] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:10:13.278262] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:10:25.967971] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:10:25.968168] [INFO ] [CONFIGURE ] ACP: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-11T12:10:25.968226] [INFO ] [CONFIGURE ] JOB ETA: 1166.9h | Avg: 80.2s/test | Remaining: 52383 tests
[2025-10-11T12:10:25.968276] [INFO ] [CONFIGURE ] ACP: Testing feature 23/29: add_recent_range_context
[2025-10-11T12:10:25.968333] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-10-11T12:10:37.681437] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:10:49.425531] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:10:52.689574] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:10:53.853184] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:11:05.962017] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:11:18.753178] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:11:20.814175] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:11:21.322239] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:11:33.910322] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:11:34.524867] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:11:34.525047] [INFO ] [CONFIGURE ] ACP: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-11T12:11:34.525108] [INFO ] [CONFIGURE ] JOB ETA: 1166.6h | Avg: 80.2s/test | Remaining: 52382 tests
[2025-10-11T12:11:34.525160] [INFO ] [CONFIGURE ] ACP: Testing feature 24/29: add_rsi
[2025-10-11T12:11:34.525217] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-11T12:11:38.142898] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:11:49.978625] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:12:01.672864] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:12:13.447437] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:12:25.714579] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:12:38.127286] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:12:50.929096] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:13:03.723152] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:13:04.109263] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:13:10.302418] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:13:10.302694] [INFO ] [CONFIGURE ] ACP: DISCARDED add_rsi (score: 40.00%)
[2025-10-11T12:13:10.302773] [INFO ] [CONFIGURE ] JOB ETA: 1167.0h | Avg: 80.2s/test | Remaining: 52381 tests
[2025-10-11T12:13:10.302847] [INFO ] [CONFIGURE ] ACP: Testing feature 25/29: add_tick_distribution
[2025-10-11T12:13:10.302907] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-10-11T12:13:22.048662] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:13:28.185301] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:13:39.755826] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:13:51.788424] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:14:03.847866] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:14:16.152420] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:14:29.116247] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:14:33.968280] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:14:47.174127] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:15:00.210919] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:15:00.211116] [INFO ] [CONFIGURE ] ACP: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-11T12:15:00.211179] [INFO ] [CONFIGURE ] JOB ETA: 1167.9h | Avg: 80.3s/test | Remaining: 52380 tests
[2025-10-11T12:15:00.211230] [INFO ] [CONFIGURE ] ACP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T12:15:00.211287] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-11T12:15:06.337077] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:15:18.030571] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:15:29.660459] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:15:41.717150] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:15:44.399254] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:15:56.685712] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:16:05.740062] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:16:06.559102] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:16:10.314812] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:16:11.740665] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:16:11.740868] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-11T12:16:11.740930] [INFO ] [CONFIGURE ] JOB ETA: 1167.6h | Avg: 80.2s/test | Remaining: 52379 tests
[2025-10-11T12:16:11.740982] [INFO ] [CONFIGURE ] ACP: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T12:16:11.741040] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-10-11T12:16:23.374392] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:16:35.247850] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:16:47.090366] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:16:59.124492] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:16:59.630316] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:17:10.156085] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:17:23.183307] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:17:36.240027] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:17:49.036171] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:17:59.982211] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:17:59.982456] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-11T12:17:59.982522] [INFO ] [CONFIGURE ] JOB ETA: 1168.4h | Avg: 80.3s/test | Remaining: 52378 tests
[2025-10-11T12:17:59.982578] [INFO ] [CONFIGURE ] ACP: Testing feature 28/29: add_volume_profile
[2025-10-11T12:17:59.982685] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-10-11T12:18:11.359354] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:18:12.975662] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:18:13.396122] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:18:18.343633] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:18:19.068735] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:18:19.623864] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:18:20.430058] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:18:21.333092] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:18:21.763985] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:18:22.377212] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:18:22.377395] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T12:18:22.377441] [INFO ] [CONFIGURE ] JOB ETA: 1166.7h | Avg: 80.2s/test | Remaining: 52377 tests
[2025-10-11T12:18:22.377477] [INFO ] [CONFIGURE ] ACP: Testing feature 29/29: add_vwap
[2025-10-11T12:18:22.377509] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-10-11T12:18:23.163270] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T12:18:35.006578] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:18:35.430310] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-29, Predicted=1.0, Actual=0
[2025-10-11T12:18:47.525729] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-30, Predicted=1.0, Actual=0
[2025-10-11T12:18:58.926261] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:19:11.490208] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:19:24.008912] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T12:19:36.435614] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:19:36.653397] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:19:49.124340] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:19:49.124519] [INFO ] [CONFIGURE ] ACP: DISCARDED add_vwap (score: 50.00%)
[2025-10-11T12:19:49.124564] [INFO ] [CONFIGURE ] JOB ETA: 1166.8h | Avg: 80.2s/test | Remaining: 52376 tests
[2025-10-11T12:19:49.124601] [INFO ] [CONFIGURE ] ACP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T12:19:49.124633] [INFO ] [CONFIGURE ] ACP: Best accuracy: 60.00%
[2025-10-11T12:19:49.124711] [INFO ] [CONFIGURE ] ACP: Best feature set (1 features): ['add_obv_interval']
[2025-10-11T12:19:49.124752] [INFO ] [CONFIGURE ] ACP: Improvement over baseline: 10.00%
[2025-10-11T12:19:49.124782] [INFO ] [CONFIGURE ] ACP: Total time: 41.4 minutes
[2025-10-11T12:19:49.124811] [INFO ] [CONFIGURE ] ACP: Average time per feature: 85.7 seconds
[2025-10-11T12:19:49.124841] [INFO ] [CONFIGURE ] ACP: Average speed: 0.01 features/sec
[2025-10-11T12:19:49.125298] [INFO ] [LOCAL     ] Saved configuration for ACP: 1 features, 60.00% accuracy -> ./output/feature-sets/ACP.json
[2025-10-11T12:19:49.125356] [INFO ] [CONFIGURE ] ACP: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-11T12:19:49.125403] [INFO ] [sig       ] [17/1823] Successfully configured ACP | 0.00 sym/s | Total: 11.3h | ETA: 1203.6h
[2025-10-11T12:19:49.125443] [INFO ] [sig       ] [18/1823] Configuring ACR...
[2025-10-11T12:19:49.125478] [INFO ] [CONFIGURE ] ACR: Configurate test run.
[2025-10-11T12:19:49.125533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-10-11T12:19:49.137136] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACR'.
[2025-10-11T12:19:49.137472] [INFO ] [CONFIGURE ] ACR: Testing with 29 available features
[2025-10-11T12:19:49.137534] [INFO ] [CONFIGURE ] ACR: Establishing baseline with no features...
[2025-10-11T12:20:01.130973] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T12:20:09.955752] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:20:10.105197] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:20:10.749978] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:20:21.955245] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:20:22.112245] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:20:22.578489] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:20:23.212817] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:20:29.833006] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:20:35.513032] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:20:35.513211] [INFO ] [CONFIGURE ] ACR: Baseline score (no features): 70.00%
[2025-10-11T12:20:35.513274] [INFO ] [CONFIGURE ] ACR: Testing feature 1/29: add_bollinger_bands
[2025-10-11T12:20:35.513311] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands']
[2025-10-11T12:20:48.929219] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T12:21:02.617537] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:21:15.780768] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:21:29.240831] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:21:42.690232] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:21:56.156393] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:22:09.601156] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:22:12.275175] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:22:13.006344] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:22:13.441726] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:22:13.441937] [INFO ] [CONFIGURE ] ACR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-11T12:22:13.441999] [INFO ] [CONFIGURE ] JOB ETA: 1167.3h | Avg: 80.2s/test | Remaining: 52375 tests
[2025-10-11T12:22:13.442038] [INFO ] [CONFIGURE ] ACR: Testing feature 2/29: add_cumulative_delta
[2025-10-11T12:22:13.442071] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_cumulative_delta']
[2025-10-11T12:22:13.613995] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T12:22:26.255398] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:22:38.551370] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:22:51.036257] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:23:03.423689] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:23:15.812868] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:23:28.486365] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:23:29.271238] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:23:42.446115] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:23:55.663209] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:23:55.663413] [INFO ] [CONFIGURE ] ACR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-11T12:23:55.663476] [INFO ] [CONFIGURE ] JOB ETA: 1168.0h | Avg: 80.3s/test | Remaining: 52374 tests
[2025-10-11T12:23:55.663515] [INFO ] [CONFIGURE ] ACR: Testing feature 3/29: add_daily_returns
[2025-10-11T12:23:55.663547] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_daily_returns']
[2025-10-11T12:24:08.809077] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T12:24:22.075365] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:24:23.433690] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:24:23.814967] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:24:24.443036] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:24:25.465456] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:24:26.139837] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:24:39.795816] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:24:43.737862] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:24:56.972686] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:24:56.972863] [INFO ] [CONFIGURE ] ACR: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-11T12:24:56.972926] [INFO ] [CONFIGURE ] JOB ETA: 1167.4h | Avg: 80.2s/test | Remaining: 52373 tests
[2025-10-11T12:24:56.972965] [INFO ] [CONFIGURE ] ACR: Testing feature 4/29: add_ema
[2025-10-11T12:24:56.972997] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_ema']
[2025-10-11T12:25:00.693822] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T12:25:14.220630] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:25:18.213471] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:25:31.816796] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:25:45.328046] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:25:58.490159] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:26:12.050000] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:26:26.060812] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:26:39.871434] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:26:53.496977] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:26:53.497193] [INFO ] [CONFIGURE ] ACR: DISCARDED add_ema (score: 70.00%)
[2025-10-11T12:26:53.497254] [INFO ] [CONFIGURE ] JOB ETA: 1168.4h | Avg: 80.3s/test | Remaining: 52372 tests
[2025-10-11T12:26:53.497292] [INFO ] [CONFIGURE ] ACR: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T12:26:53.497324] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T12:27:06.095750] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T12:27:18.728520] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:27:26.617639] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:27:39.648794] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:27:52.611180] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:28:05.536891] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:28:18.339724] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:28:31.241904] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:28:33.480335] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:28:34.103032] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:28:34.103245] [INFO ] [CONFIGURE ] ACR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-11T12:28:34.103308] [INFO ] [CONFIGURE ] JOB ETA: 1169.0h | Avg: 80.4s/test | Remaining: 52371 tests
[2025-10-11T12:28:34.103347] [INFO ] [CONFIGURE ] ACR: Testing feature 6/29: add_failed_moves
[2025-10-11T12:28:34.103379] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_failed_moves']
[2025-10-11T12:28:34.671626] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T12:28:48.144416] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:29:01.288546] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:29:08.387986] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:29:08.951598] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:29:09.790776] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:29:10.362492] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:29:10.707603] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:29:10.915221] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:29:11.084661] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:29:11.084866] [INFO ] [CONFIGURE ] ACR: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-11T12:29:11.084929] [INFO ] [CONFIGURE ] JOB ETA: 1167.7h | Avg: 80.3s/test | Remaining: 52370 tests
[2025-10-11T12:29:11.084969] [INFO ] [CONFIGURE ] ACR: Testing feature 7/29: add_lag_shelf
[2025-10-11T12:29:11.085001] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_lag_shelf']
[2025-10-11T12:29:24.595978] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T12:29:37.071107] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:29:49.871144] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:30:01.095583] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:30:14.910409] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:30:28.380369] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:30:42.329107] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:30:52.361214] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:31:06.619932] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:31:20.901996] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:31:20.902183] [INFO ] [CONFIGURE ] ACR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-11T12:31:20.902245] [INFO ] [CONFIGURE ] JOB ETA: 1169.1h | Avg: 80.4s/test | Remaining: 52369 tests
[2025-10-11T12:31:20.902283] [INFO ] [CONFIGURE ] ACR: Testing feature 8/29: add_macd
[2025-10-11T12:31:20.902317] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T12:31:31.838340] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:31:43.935919] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:31:55.789226] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:32:07.819508] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:32:19.862948] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:32:29.423772] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:32:41.426544] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:32:53.519272] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:33:05.806574] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:33:17.982092] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:33:17.982386] [INFO ] [CONFIGURE ] ACR: KEPT add_macd (score: 90.00%)
[2025-10-11T12:33:17.982460] [INFO ] [CONFIGURE ] JOB ETA: 1170.2h | Avg: 80.4s/test | Remaining: 52368 tests
[2025-10-11T12:33:17.982539] [INFO ] [CONFIGURE ] ACR: Testing feature 9/29: add_mfi
[2025-10-11T12:33:17.982617] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-11T12:33:26.585030] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:33:27.148834] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:33:28.355058] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:33:28.834895] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:33:40.666230] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:33:52.814175] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:34:04.875439] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:34:17.045818] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:34:27.030760] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:34:27.439220] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:34:27.439426] [INFO ] [CONFIGURE ] ACR: DISCARDED add_mfi (score: 90.00%)
[2025-10-11T12:34:27.439501] [INFO ] [CONFIGURE ] JOB ETA: 1169.8h | Avg: 80.4s/test | Remaining: 52367 tests
[2025-10-11T12:34:27.439561] [INFO ] [CONFIGURE ] ACR: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T12:34:27.439599] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T12:34:27.968958] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:34:40.030231] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:34:52.189910] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:35:03.759424] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:35:15.773473] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:35:18.064421] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:35:27.196356] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:35:39.340342] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:35:51.522803] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:36:03.346537] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:36:03.346804] [INFO ] [CONFIGURE ] ACR: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-11T12:36:03.346893] [INFO ] [CONFIGURE ] JOB ETA: 1170.3h | Avg: 80.5s/test | Remaining: 52366 tests
[2025-10-11T12:36:03.346946] [INFO ] [CONFIGURE ] ACR: Testing feature 11/29: add_obv_daily
[2025-10-11T12:36:03.346983] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-11T12:36:14.938526] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:36:26.734969] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:36:28.604588] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:36:29.311799] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:36:29.855320] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:36:40.563451] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:36:52.427198] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:36:54.563908] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:37:01.092890] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:37:06.424112] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:37:06.424322] [INFO ] [CONFIGURE ] ACR: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-11T12:37:06.424384] [INFO ] [CONFIGURE ] JOB ETA: 1169.7h | Avg: 80.4s/test | Remaining: 52365 tests
[2025-10-11T12:37:06.424426] [INFO ] [CONFIGURE ] ACR: Testing feature 12/29: add_obv_interval
[2025-10-11T12:37:06.424460] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-11T12:37:07.259480] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:37:16.967856] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:37:29.112593] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:37:37.186585] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:37:46.880908] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:37:58.264034] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:38:10.321154] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:38:18.814256] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:38:23.014021] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:38:23.769774] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:38:23.769941] [INFO ] [CONFIGURE ] ACR: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T12:38:23.770001] [INFO ] [CONFIGURE ] JOB ETA: 1169.6h | Avg: 80.4s/test | Remaining: 52364 tests
[2025-10-11T12:38:23.770040] [INFO ] [CONFIGURE ] ACR: Testing feature 13/29: add_opening_strength
[2025-10-11T12:38:23.770073] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T12:38:33.685249] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:38:36.109318] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:38:46.300557] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:38:57.463273] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:38:57.995075] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:39:09.668209] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:39:21.757691] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:39:34.038906] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:39:45.964129] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:39:58.029902] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:39:58.030187] [INFO ] [CONFIGURE ] ACR: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T12:39:58.030253] [INFO ] [CONFIGURE ] JOB ETA: 1170.0h | Avg: 80.4s/test | Remaining: 52363 tests
[2025-10-11T12:39:58.030297] [INFO ] [CONFIGURE ] ACR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T12:39:58.030333] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-11T12:40:09.700882] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:40:21.338054] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:40:29.981446] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:40:41.769673] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:40:42.959717] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-01, Predicted=1.0, Actual=0
[2025-10-11T12:40:44.634940] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:40:45.480415] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:40:46.103429] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:40:57.966038] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:41:08.087014] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:41:08.087241] [INFO ] [CONFIGURE ] ACR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-11T12:41:08.087304] [INFO ] [CONFIGURE ] JOB ETA: 1169.7h | Avg: 80.4s/test | Remaining: 52362 tests
[2025-10-11T12:41:08.087344] [INFO ] [CONFIGURE ] ACR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T12:41:08.087378] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-11T12:41:20.048946] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:41:32.140334] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:41:44.161452] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:41:56.128463] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:42:08.113493] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:42:20.015716] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:42:31.874836] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:42:43.878674] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:42:52.940667] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:43:05.104904] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:43:05.105109] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-11T12:43:05.105173] [INFO ] [CONFIGURE ] JOB ETA: 1170.7h | Avg: 80.5s/test | Remaining: 52361 tests
[2025-10-11T12:43:05.105212] [INFO ] [CONFIGURE ] ACR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T12:43:05.105244] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-11T12:43:12.863127] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:43:17.185487] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:43:29.109309] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:43:41.484809] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:43:53.921289] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:44:06.125234] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:44:18.342461] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:44:30.461273] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:44:33.427247] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:44:34.429301] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:44:34.429517] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T12:44:34.429580] [INFO ] [CONFIGURE ] JOB ETA: 1170.9h | Avg: 80.5s/test | Remaining: 52360 tests
[2025-10-11T12:44:34.429619] [INFO ] [CONFIGURE ] ACR: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T12:44:34.429683] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-11T12:44:34.858857] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:44:41.230513] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:44:53.107557] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:45:04.879791] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:45:14.416929] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:45:24.037214] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:45:34.527713] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:45:46.349786] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:45:58.507717] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:46:00.105243] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:46:00.105469] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-11T12:46:00.105543] [INFO ] [CONFIGURE ] JOB ETA: 1171.1h | Avg: 80.5s/test | Remaining: 52359 tests
[2025-10-11T12:46:00.105602] [INFO ] [CONFIGURE ] ACR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T12:46:00.105637] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-11T12:46:01.124345] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:46:07.057335] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:46:18.869043] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:46:25.677134] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:46:36.652873] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:46:48.645547] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:46:54.618904] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:47:06.581346] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:47:18.452904] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:47:30.667841] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:47:30.668017] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-11T12:47:30.668080] [INFO ] [CONFIGURE ] JOB ETA: 1171.3h | Avg: 80.5s/test | Remaining: 52358 tests
[2025-10-11T12:47:30.668117] [INFO ] [CONFIGURE ] ACR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T12:47:30.668149] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-11T12:47:42.472501] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:47:54.498862] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:48:04.637271] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:48:16.857590] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:48:29.186508] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:48:32.572628] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:48:33.092671] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:48:33.608613] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:48:40.074094] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:48:52.279861] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:48:52.280088] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-11T12:48:52.280153] [INFO ] [CONFIGURE ] JOB ETA: 1171.3h | Avg: 80.5s/test | Remaining: 52357 tests
[2025-10-11T12:48:52.280194] [INFO ] [CONFIGURE ] ACR: Testing feature 20/29: add_price_rejection
[2025-10-11T12:48:52.280229] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-11T12:49:04.424968] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:49:16.495813] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:49:28.502544] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:49:32.387517] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:49:33.627290] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:49:34.131452] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:49:35.043563] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:49:36.024816] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:49:36.478554] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:49:37.039874] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:49:37.040060] [INFO ] [CONFIGURE ] ACR: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-11T12:49:37.040112] [INFO ] [CONFIGURE ] JOB ETA: 1170.3h | Avg: 80.5s/test | Remaining: 52356 tests
[2025-10-11T12:49:37.040149] [INFO ] [CONFIGURE ] ACR: Testing feature 21/29: add_range_position
[2025-10-11T12:49:37.040182] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-10-11T12:49:48.755670] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:50:00.647852] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:50:01.415087] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:50:12.938235] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:50:24.901473] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:50:35.686492] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:50:47.675528] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:50:59.474207] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:51:07.857741] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:51:19.793851] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:51:19.794089] [INFO ] [CONFIGURE ] ACR: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T12:51:19.794152] [INFO ] [CONFIGURE ] JOB ETA: 1170.9h | Avg: 80.5s/test | Remaining: 52355 tests
[2025-10-11T12:51:19.794194] [INFO ] [CONFIGURE ] ACR: Testing feature 22/29: add_realized_volatility
[2025-10-11T12:51:19.794247] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-11T12:51:22.909746] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:51:23.666287] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:51:24.136105] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:51:25.136853] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:51:25.746168] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:51:26.241496] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:51:36.020162] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:51:47.835163] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:51:49.005786] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:51:49.297186] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:51:49.297393] [INFO ] [CONFIGURE ] ACR: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T12:51:49.297460] [INFO ] [CONFIGURE ] JOB ETA: 1169.4h | Avg: 80.4s/test | Remaining: 52354 tests
[2025-10-11T12:51:49.297502] [INFO ] [CONFIGURE ] ACR: Testing feature 23/29: add_recent_range_context
[2025-10-11T12:51:49.297586] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-11T12:52:00.997565] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:52:04.385040] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:52:05.041968] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:52:11.201520] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:52:23.155120] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:52:35.161054] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:52:47.048984] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:52:58.963470] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:53:10.898842] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:53:23.107272] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:53:23.107512] [INFO ] [CONFIGURE ] ACR: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-11T12:53:23.107576] [INFO ] [CONFIGURE ] JOB ETA: 1169.8h | Avg: 80.4s/test | Remaining: 52353 tests
[2025-10-11T12:53:23.107619] [INFO ] [CONFIGURE ] ACR: Testing feature 24/29: add_rsi
[2025-10-11T12:53:23.107683] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-11T12:53:34.868379] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:53:35.331054] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:53:42.604367] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:53:54.582121] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:54:06.621535] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:54:08.276604] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:54:09.181839] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:54:21.481363] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:54:33.581452] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:54:35.155682] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:54:35.155864] [INFO ] [CONFIGURE ] ACR: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T12:54:35.155925] [INFO ] [CONFIGURE ] JOB ETA: 1169.5h | Avg: 80.4s/test | Remaining: 52352 tests
[2025-10-11T12:54:35.157428] [INFO ] [CONFIGURE ] ACR: Testing feature 25/29: add_tick_distribution
[2025-10-11T12:54:35.157471] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-11T12:54:43.461193] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:54:54.967472] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:55:07.073939] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:55:19.221681] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:55:31.392076] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:55:43.546541] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:55:55.840003] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:55:56.569081] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:56:08.983794] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:56:21.318917] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:56:21.319190] [INFO ] [CONFIGURE ] ACR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-11T12:56:21.319267] [INFO ] [CONFIGURE ] JOB ETA: 1170.2h | Avg: 80.5s/test | Remaining: 52351 tests
[2025-10-11T12:56:21.319313] [INFO ] [CONFIGURE ] ACR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T12:56:21.319348] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-11T12:56:33.441130] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:56:45.414395] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:56:57.580622] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-29, Predicted=0.0, Actual=1
[2025-10-11T12:57:09.831037] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:57:22.056040] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:57:34.334552] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:57:46.126960] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:57:46.608275] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T12:57:46.939350] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:57:53.484999] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:57:53.485233] [INFO ] [CONFIGURE ] ACR: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-11T12:57:53.485298] [INFO ] [CONFIGURE ] JOB ETA: 1170.5h | Avg: 80.5s/test | Remaining: 52350 tests
[2025-10-11T12:57:53.485338] [INFO ] [CONFIGURE ] ACR: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T12:57:53.485373] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-11T12:57:53.622033] [FATAL] [FORECASTER] Failed to test lookback=11: [12:57:53] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:53.763867] [FATAL] [FORECASTER] Failed to test lookback=10: [12:57:53] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:53.899935] [FATAL] [FORECASTER] Failed to test lookback=9: [12:57:53] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:54.036960] [FATAL] [FORECASTER] Failed to test lookback=8: [12:57:54] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:54.172019] [FATAL] [FORECASTER] Failed to test lookback=7: [12:57:54] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:54.313968] [FATAL] [FORECASTER] Failed to test lookback=6: [12:57:54] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:54.456840] [FATAL] [FORECASTER] Failed to test lookback=5: [12:57:54] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:54.599847] [FATAL] [FORECASTER] Failed to test lookback=4: [12:57:54] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:54.738893] [FATAL] [FORECASTER] Failed to test lookback=3: [12:57:54] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:54.886927] [FATAL] [FORECASTER] Failed to test lookback=2: [12:57:54] /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) [0x7ff543ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff5441eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff5441e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff5441ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff54417b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff543db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff56cc51056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff56cc4c74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff56cc4f64e]


[2025-10-11T12:57:54.888079] [INFO ] [CONFIGURE ] ACR: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-11T12:57:54.888158] [INFO ] [CONFIGURE ] JOB ETA: 1168.3h | Avg: 80.3s/test | Remaining: 52349 tests
[2025-10-11T12:57:54.888228] [INFO ] [CONFIGURE ] ACR: Testing feature 28/29: add_volume_profile
[2025-10-11T12:57:54.888268] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-11T12:58:03.400638] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:58:04.338627] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:58:16.257222] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:58:17.711196] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-30, Predicted=0.0, Actual=0
[2025-10-11T12:58:18.237508] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-01, Predicted=0.0, Actual=0
[2025-10-11T12:58:18.648214] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:58:18.872391] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-11T12:58:20.005713] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T12:58:32.079049] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T12:58:33.502737] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:58:33.502915] [INFO ] [CONFIGURE ] ACR: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-11T12:58:33.502977] [INFO ] [CONFIGURE ] JOB ETA: 1167.1h | Avg: 80.3s/test | Remaining: 52348 tests
[2025-10-11T12:58:33.503019] [INFO ] [CONFIGURE ] ACR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T12:58:33.503052] [INFO ] [CONFIGURE ] ACR: Best accuracy: 90.00%
[2025-10-11T12:58:33.503084] [INFO ] [CONFIGURE ] ACR: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-10-11T12:58:33.503113] [INFO ] [CONFIGURE ] ACR: Improvement over baseline: 20.00%
[2025-10-11T12:58:33.503141] [INFO ] [CONFIGURE ] ACR: Total time: 38.0 minutes
[2025-10-11T12:58:33.503169] [INFO ] [CONFIGURE ] ACR: Average time per feature: 81.4 seconds
[2025-10-11T12:58:33.503197] [INFO ] [CONFIGURE ] ACR: Average speed: 0.01 features/sec
[2025-10-11T12:58:33.503577] [INFO ] [LOCAL     ] Saved configuration for ACR: 2 features, 90.00% accuracy -> ./output/feature-sets/ACR.json
[2025-10-11T12:58:33.503636] [INFO ] [CONFIGURE ] ACR: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-11T12:58:33.503718] [INFO ] [sig       ] [18/1823] Successfully configured ACR | 0.00 sym/s | Total: 12.0h | ETA: 1200.8h
[2025-10-11T12:58:33.503756] [INFO ] [sig       ] [19/1823] Configuring ACRE...
[2025-10-11T12:58:33.503787] [INFO ] [CONFIGURE ] ACRE: Configurate test run.
[2025-10-11T12:58:33.503835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-10-11T12:58:33.515296] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACRE'.
[2025-10-11T12:58:33.515748] [INFO ] [CONFIGURE ] ACRE: Testing with 29 available features
[2025-10-11T12:58:33.515807] [INFO ] [CONFIGURE ] ACRE: Establishing baseline with no features...
[2025-10-11T12:58:37.219340] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T12:58:38.686804] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T12:58:39.666817] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:58:39.840503] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T12:58:52.593290] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:59:05.732300] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T12:59:16.208922] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:59:20.911818] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T12:59:21.415875] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T12:59:32.575605] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T12:59:32.575880] [INFO ] [CONFIGURE ] ACRE: Baseline score (no features): 90.00%
[2025-10-11T12:59:32.575942] [INFO ] [CONFIGURE ] ACRE: Testing feature 1/29: add_bollinger_bands
[2025-10-11T12:59:32.576002] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands']
[2025-10-11T12:59:32.783870] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T12:59:33.005429] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T12:59:40.203605] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T12:59:40.840837] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T12:59:41.553432] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T12:59:41.947825] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T12:59:42.336600] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T12:59:43.087373] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T12:59:55.703336] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:00:08.458974] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:00:08.459194] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-10-11T13:00:08.459257] [INFO ] [CONFIGURE ] JOB ETA: 1165.8h | Avg: 80.2s/test | Remaining: 52347 tests
[2025-10-11T13:00:08.459296] [INFO ] [CONFIGURE ] ACRE: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:00:08.459329] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_cumulative_delta']
[2025-10-11T13:00:20.170693] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:00:31.511001] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:00:33.467397] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:00:45.522000] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:00:50.341679] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:01:00.521206] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:01:00.913829] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:01:01.431431] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:01:01.789882] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:01:02.619155] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:01:02.619361] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-11T13:01:02.619435] [INFO ] [CONFIGURE ] JOB ETA: 1165.1h | Avg: 80.1s/test | Remaining: 52346 tests
[2025-10-11T13:01:02.619479] [INFO ] [CONFIGURE ] ACRE: Testing feature 3/29: add_daily_returns
[2025-10-11T13:01:02.619511] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_daily_returns']
[2025-10-11T13:01:11.193128] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:01:18.370779] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:01:18.778471] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:01:24.708671] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:01:27.555944] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:01:27.718315] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:01:28.367175] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:01:28.533630] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:01:28.701203] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:01:41.616260] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:01:41.616473] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_daily_returns (score: 90.00%)
[2025-10-11T13:01:41.616536] [INFO ] [CONFIGURE ] JOB ETA: 1163.9h | Avg: 80.0s/test | Remaining: 52345 tests
[2025-10-11T13:01:41.616575] [INFO ] [CONFIGURE ] ACRE: Testing feature 4/29: add_ema
[2025-10-11T13:01:41.616628] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema']
[2025-10-11T13:01:54.102054] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:02:06.836830] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:02:07.970259] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:02:08.889333] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:02:14.302266] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:02:26.832975] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:02:39.713439] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:02:40.941311] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:02:49.153519] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:02:49.811211] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:02:49.811405] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_ema (score: 90.00%)
[2025-10-11T13:02:49.811468] [INFO ] [CONFIGURE ] JOB ETA: 1163.6h | Avg: 80.0s/test | Remaining: 52344 tests
[2025-10-11T13:02:49.811506] [INFO ] [CONFIGURE ] ACRE: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:02:49.811539] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:02:50.140751] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:03:01.202684] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:03:12.103108] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:03:23.121715] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:03:34.440741] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:03:34.776836] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:03:35.340950] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:03:38.866290] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:03:50.356367] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:04:01.659462] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:04:01.659671] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_exhaustion_signals (score: 90.00%)
[2025-10-11T13:04:01.659736] [INFO ] [CONFIGURE ] JOB ETA: 1163.3h | Avg: 80.0s/test | Remaining: 52343 tests
[2025-10-11T13:04:01.659775] [INFO ] [CONFIGURE ] ACRE: Testing feature 6/29: add_failed_moves
[2025-10-11T13:04:01.659809] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_failed_moves']
[2025-10-11T13:04:02.302028] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:04:15.548614] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:04:26.954969] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:04:27.210078] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:04:27.390830] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:04:27.969592] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:04:41.058256] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:04:54.019873] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:05:07.054457] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:05:20.167065] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:05:20.167290] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-11T13:05:20.167352] [INFO ] [CONFIGURE ] JOB ETA: 1163.3h | Avg: 80.0s/test | Remaining: 52342 tests
[2025-10-11T13:05:20.167397] [INFO ] [CONFIGURE ] ACRE: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:05:20.167431] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_lag_shelf']
[2025-10-11T13:05:32.964605] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:05:46.092399] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:05:58.932493] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:06:11.300264] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:06:11.743355] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:06:12.115606] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:06:12.557355] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:06:13.924407] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:06:14.410867] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:06:14.780045] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:06:14.780238] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-11T13:06:14.780299] [INFO ] [CONFIGURE ] JOB ETA: 1162.5h | Avg: 80.0s/test | Remaining: 52341 tests
[2025-10-11T13:06:14.780336] [INFO ] [CONFIGURE ] ACRE: Testing feature 8/29: add_macd
[2025-10-11T13:06:14.780367] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_macd']
[2025-10-11T13:06:15.638179] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:06:26.369219] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:06:37.631826] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:06:49.132242] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:07:00.452914] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:07:11.721075] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:07:23.095110] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:07:34.517124] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:07:46.121216] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:07:57.121026] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:07:57.121300] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_macd (score: 70.00%)
[2025-10-11T13:07:57.121368] [INFO ] [CONFIGURE ] JOB ETA: 1163.1h | Avg: 80.0s/test | Remaining: 52340 tests
[2025-10-11T13:07:57.121409] [INFO ] [CONFIGURE ] ACRE: Testing feature 9/29: add_mfi
[2025-10-11T13:07:57.121442] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_mfi']
[2025-10-11T13:07:57.940338] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:07:58.313385] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:07:58.701230] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:07:59.021206] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:07:59.176135] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:07:59.917141] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:08:00.090432] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:08:09.994822] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:08:23.074663] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:08:36.505103] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:08:36.505290] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T13:08:36.505336] [INFO ] [CONFIGURE ] JOB ETA: 1162.0h | Avg: 79.9s/test | Remaining: 52339 tests
[2025-10-11T13:08:36.505372] [INFO ] [CONFIGURE ] ACRE: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:08:36.505405] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:08:49.053547] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:09:01.603847] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:09:13.807634] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:09:26.252688] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:09:36.666513] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:09:49.180029] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:10:01.636110] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:10:03.850319] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:10:11.131769] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:10:23.545511] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:10:23.545735] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-11T13:10:23.545797] [INFO ] [CONFIGURE ] JOB ETA: 1162.7h | Avg: 80.0s/test | Remaining: 52338 tests
[2025-10-11T13:10:23.545835] [INFO ] [CONFIGURE ] ACRE: Testing feature 11/29: add_obv_daily
[2025-10-11T13:10:23.545868] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_obv_daily']
[2025-10-11T13:10:34.913561] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:10:46.154139] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:10:57.481038] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:11:09.026494] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:11:09.577538] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:11:10.201978] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:11:21.580417] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:11:33.002699] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:11:44.489601] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:11:55.832883] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-11T13:11:55.833066] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_obv_daily (score: 90.00%)
[2025-10-11T13:11:55.833111] [INFO ] [CONFIGURE ] JOB ETA: 1163.0h | Avg: 80.0s/test | Remaining: 52337 tests
[2025-10-11T13:11:55.833148] [INFO ] [CONFIGURE ] ACRE: Testing feature 12/29: add_obv_interval
[2025-10-11T13:11:55.833180] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_obv_interval']
[2025-10-11T13:12:05.136669] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:12:17.168403] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:12:29.727339] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:12:42.239273] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:12:54.996890] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:13:07.790702] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:13:08.933967] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:13:10.176209] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:13:22.868207] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:13:35.394299] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:13:35.394491] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-11T13:13:35.394551] [INFO ] [CONFIGURE ] JOB ETA: 1163.5h | Avg: 80.0s/test | Remaining: 52336 tests
[2025-10-11T13:13:35.394590] [INFO ] [CONFIGURE ] ACRE: Testing feature 13/29: add_opening_strength
[2025-10-11T13:13:35.394678] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-11T13:13:40.079252] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:13:45.266950] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:13:56.892836] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:14:08.682124] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:14:20.665005] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:14:32.703682] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:14:44.351381] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:14:56.143249] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-11T13:15:08.032324] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:15:18.016618] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:15:18.016843] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-11T13:15:18.016932] [INFO ] [CONFIGURE ] JOB ETA: 1164.1h | Avg: 80.1s/test | Remaining: 52335 tests
[2025-10-11T13:15:18.016980] [INFO ] [CONFIGURE ] ACRE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:15:18.017014] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_order_flow_imbalance']
[2025-10-11T13:15:21.486397] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:15:22.115634] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:15:22.524320] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:15:30.972695] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:15:43.500028] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:15:56.134829] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:16:08.646857] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:16:21.309766] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:16:33.968531] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:16:46.380412] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:16:46.380586] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-11T13:16:46.380671] [INFO ] [CONFIGURE ] JOB ETA: 1164.3h | Avg: 80.1s/test | Remaining: 52334 tests
[2025-10-11T13:16:46.380729] [INFO ] [CONFIGURE ] ACRE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-11T13:16:46.380766] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_morning_momentum']
[2025-10-11T13:16:55.311555] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:16:55.848441] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:17:07.365296] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:17:19.852335] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:17:32.386358] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:17:45.054571] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:17:57.856953] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:18:10.928774] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:18:11.169087] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:18:11.686214] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:18:11.686445] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-11T13:18:11.686508] [INFO ] [CONFIGURE ] JOB ETA: 1164.5h | Avg: 80.1s/test | Remaining: 52333 tests
[2025-10-11T13:18:11.686547] [INFO ] [CONFIGURE ] ACRE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-11T13:18:11.686580] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_overnight_gap']
[2025-10-11T13:18:12.178920] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:18:22.632400] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:18:29.810492] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:18:35.802454] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:18:46.176005] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:18:58.771084] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:19:04.888618] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:19:05.422186] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:19:05.753995] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:19:06.131521] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:19:06.131737] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-11T13:19:06.131799] [INFO ] [CONFIGURE ] JOB ETA: 1163.7h | Avg: 80.1s/test | Remaining: 52332 tests
[2025-10-11T13:19:06.131853] [INFO ] [CONFIGURE ] ACRE: Testing feature 17/29: add_pbf_return_2d
[2025-10-11T13:19:06.131912] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_return_2d']
[2025-10-11T13:19:06.585288] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:19:06.992903] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:19:19.129881] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:19:31.778492] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:19:42.466684] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:19:55.297329] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:20:03.604838] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:20:16.179969] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:20:28.958550] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:20:41.773606] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:20:41.776800] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-11T13:20:41.776885] [INFO ] [CONFIGURE ] JOB ETA: 1164.1h | Avg: 80.1s/test | Remaining: 52331 tests
[2025-10-11T13:20:41.776943] [INFO ] [CONFIGURE ] ACRE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-11T13:20:41.776981] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_volatility_5d']
[2025-10-11T13:20:54.305085] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:21:06.872305] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:21:19.262691] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:21:31.924087] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:21:44.758019] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:21:57.611005] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:22:10.664961] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:22:23.568331] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:22:26.510292] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:22:26.745189] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:22:26.745362] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-11T13:22:26.745406] [INFO ] [CONFIGURE ] JOB ETA: 1164.8h | Avg: 80.1s/test | Remaining: 52330 tests
[2025-10-11T13:22:26.745441] [INFO ] [CONFIGURE ] ACRE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-11T13:22:26.745474] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-11T13:22:39.315324] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:22:52.204639] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:23:04.886773] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:23:17.856068] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:23:23.999507] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:23:37.433309] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:23:42.239207] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:23:43.296216] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:23:49.083844] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:23:56.960666] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:23:56.960837] [INFO ] [CONFIGURE ] ACRE: KEPT add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-11T13:23:56.960898] [INFO ] [CONFIGURE ] JOB ETA: 1165.1h | Avg: 80.2s/test | Remaining: 52329 tests
[2025-10-11T13:23:56.960936] [INFO ] [CONFIGURE ] ACRE: Testing feature 20/29: add_price_rejection
[2025-10-11T13:23:56.960969] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-11T13:24:09.251263] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:24:21.878310] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:24:34.080546] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:24:43.628583] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:24:45.504459] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:24:54.003115] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:25:06.567328] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:25:19.412008] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:25:32.157176] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:25:45.257189] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:25:45.257362] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-11T13:25:45.257420] [INFO ] [CONFIGURE ] JOB ETA: 1165.8h | Avg: 80.2s/test | Remaining: 52328 tests
[2025-10-11T13:25:45.257460] [INFO ] [CONFIGURE ] ACRE: Testing feature 21/29: add_range_position
[2025-10-11T13:25:45.257493] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_range_position']
[2025-10-11T13:25:57.405298] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:26:09.678746] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:26:10.205222] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:26:10.709138] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:26:11.902342] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:26:12.327339] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:26:12.813194] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:26:13.359384] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:26:14.093585] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:26:14.713329] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:26:14.713708] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_range_position (score: 80.00%)
[2025-10-11T13:26:14.714211] [INFO ] [CONFIGURE ] JOB ETA: 1164.4h | Avg: 80.1s/test | Remaining: 52327 tests
[2025-10-11T13:26:14.714269] [INFO ] [CONFIGURE ] ACRE: Testing feature 22/29: add_realized_volatility
[2025-10-11T13:26:14.714306] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-11T13:26:27.295791] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:26:28.709120] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:26:29.230741] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:26:43.195041] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:26:54.157327] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:26:54.844915] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:26:55.229564] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:27:07.984164] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:27:08.453257] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:27:09.904979] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:27:09.905128] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-11T13:27:09.905172] [INFO ] [CONFIGURE ] JOB ETA: 1163.7h | Avg: 80.1s/test | Remaining: 52326 tests
[2025-10-11T13:27:09.905207] [INFO ] [CONFIGURE ] ACRE: Testing feature 23/29: add_recent_range_context
[2025-10-11T13:27:09.905239] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-11T13:27:20.989816] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:27:21.382929] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:27:33.667293] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:27:35.924595] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:27:36.184002] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:27:36.351366] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:27:36.820480] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:27:37.696578] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:27:50.238327] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:27:51.536622] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:27:51.536857] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-11T13:27:51.536923] [INFO ] [CONFIGURE ] JOB ETA: 1162.7h | Avg: 80.0s/test | Remaining: 52325 tests
[2025-10-11T13:27:51.536965] [INFO ] [CONFIGURE ] ACRE: Testing feature 24/29: add_rsi
[2025-10-11T13:27:51.537001] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-11T13:27:52.313429] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:27:53.047538] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:27:53.473825] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:28:06.085021] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:28:07.443109] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:28:08.274626] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:28:16.313013] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:28:17.866263] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:28:26.799588] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:28:39.366575] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:28:39.366803] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_rsi (score: 70.00%)
[2025-10-11T13:28:39.366885] [INFO ] [CONFIGURE ] JOB ETA: 1161.8h | Avg: 79.9s/test | Remaining: 52324 tests
[2025-10-11T13:28:39.367034] [INFO ] [CONFIGURE ] ACRE: Testing feature 25/29: add_tick_distribution
[2025-10-11T13:28:39.367079] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-11T13:28:52.241464] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:29:04.968131] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:29:17.668470] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:29:30.758208] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:29:43.941862] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:29:57.289181] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:30:04.902087] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:30:05.352717] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:30:07.156810] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:30:07.582399] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:30:07.582632] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-11T13:30:07.582720] [INFO ] [CONFIGURE ] JOB ETA: 1162.0h | Avg: 79.9s/test | Remaining: 52323 tests
[2025-10-11T13:30:07.582765] [INFO ] [CONFIGURE ] ACRE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-11T13:30:07.582838] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-11T13:30:07.923740] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-25, Predicted=0.0, Actual=0
[2025-10-11T13:30:08.271637] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:30:09.110630] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:30:09.631832] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:30:10.119780] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:30:10.570427] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:30:11.000370] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:30:19.892732] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:30:33.311026] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:30:46.184107] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:30:46.184289] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-11T13:30:46.184352] [INFO ] [CONFIGURE ] JOB ETA: 1160.8h | Avg: 79.9s/test | Remaining: 52322 tests
[2025-10-11T13:30:46.184389] [INFO ] [CONFIGURE ] ACRE: Testing feature 27/29: add_volume_price_divergence
[2025-10-11T13:30:46.184421] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-11T13:30:46.704686] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:30:59.182638] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:31:11.729260] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:31:24.423792] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:31:37.001252] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:31:41.689888] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-11T13:31:42.155541] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:31:42.572596] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:31:54.574885] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-11T13:32:07.239281] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:32:07.239473] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-11T13:32:07.239536] [INFO ] [CONFIGURE ] JOB ETA: 1160.9h | Avg: 79.9s/test | Remaining: 52321 tests
[2025-10-11T13:32:07.239575] [INFO ] [CONFIGURE ] ACRE: Testing feature 28/29: add_volume_profile
[2025-10-11T13:32:07.239609] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-11T13:32:19.798316] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:32:20.092710] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:32:32.944280] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:32:33.348338] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:32:44.027584] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:32:56.602766] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:33:09.799879] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:33:23.229768] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:33:36.550196] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:33:49.999553] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:33:50.000099] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-11T13:33:50.000163] [INFO ] [CONFIGURE ] JOB ETA: 1161.4h | Avg: 79.9s/test | Remaining: 52320 tests
[2025-10-11T13:33:50.000202] [INFO ] [CONFIGURE ] ACRE: Testing feature 29/29: add_vwap
[2025-10-11T13:33:50.000254] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_pbf_vs_sma_5', 'add_vwap']
[2025-10-11T13:34:01.906987] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-25, Predicted=1.0, Actual=0
[2025-10-11T13:34:02.232113] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:34:02.627532] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:34:02.933699] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:34:08.051958] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:34:20.058516] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-11T13:34:31.789599] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-11T13:34:43.898337] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-11T13:34:55.857119] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-11T13:34:57.549083] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-11T13:34:57.549288] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_vwap (score: 70.00%)
[2025-10-11T13:34:57.549351] [INFO ] [CONFIGURE ] JOB ETA: 1161.1h | Avg: 79.9s/test | Remaining: 52319 tests
[2025-10-11T13:34:57.549389] [INFO ] [CONFIGURE ] ACRE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-11T13:34:57.549421] [INFO ] [CONFIGURE ] ACRE: Best accuracy: 100.00%
[2025-10-11T13:34:57.549452] [INFO ] [CONFIGURE ] ACRE: Best feature set (1 features): ['add_pbf_vs_sma_5']
[2025-10-11T13:34:57.549481] [INFO ] [CONFIGURE ] ACRE: Improvement over baseline: 10.00%
[2025-10-11T13:34:57.549508] [INFO ] [CONFIGURE ] ACRE: Total time: 35.4 minutes
[2025-10-11T13:34:57.549535] [INFO ] [CONFIGURE ] ACRE: Average time per feature: 73.3 seconds
[2025-10-11T13:34:57.549562] [INFO ] [CONFIGURE ] ACRE: Average speed: 0.01 features/sec
[2025-10-11T13:34:57.550037] [INFO ] [LOCAL     ] Saved configuration for ACRE: 1 features, 100.00% accuracy -> ./output/feature-sets/ACRE.json
[2025-10-11T13:34:57.550095] [INFO ] [CONFIGURE ] ACRE: Configuration saved successfully: 1 features, 100.00% accuracy.
[2025-10-11T13:34:57.550147] [INFO ] [sig       ] [19/1823] Successfully configured ACRE | 0.00 sym/s | Total: 12.6h | ETA: 1194.6h
[2025-10-11T13:34:57.550204] [INFO ] [sig       ] [20/1823] Configuring ACV...
[2025-10-11T13:34:57.550238] [INFO ] [CONFIGURE ] ACV: Configurate test run.
[2025-10-11T13:34:57.550285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-10-11T13:34:57.561699] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACV'.
[2025-10-11T13:34:57.562120] [INFO ] [CONFIGURE ] ACV: Testing with 29 available features
[2025-10-11T13:34:57.562185] [INFO ] [CONFIGURE ] ACV: Establishing baseline with no features...
[2025-10-11T13:34:58.166360] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:35:10.047348] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:35:22.226218] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:35:34.552249] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:35:46.289213] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:35:46.562925] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:35:46.724230] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:35:59.287086] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:36:11.913791] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:36:24.535381] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:36:24.535551] [INFO ] [CONFIGURE ] ACV: Baseline score (no features): 80.00%
[2025-10-11T13:36:24.535596] [INFO ] [CONFIGURE ] ACV: Testing feature 1/29: add_bollinger_bands
[2025-10-11T13:36:24.535631] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_bollinger_bands']
[2025-10-11T13:36:35.840783] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:36:47.356239] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:36:59.008473] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:37:10.862769] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-30, Predicted=0.0, Actual=1
[2025-10-11T13:37:19.509927] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:37:29.073193] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:37:29.239877] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:37:29.685803] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:37:35.903164] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:37:48.187921] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:37:48.188113] [INFO ] [CONFIGURE ] ACV: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-11T13:37:48.188170] [INFO ] [CONFIGURE ] JOB ETA: 1161.2h | Avg: 79.9s/test | Remaining: 52318 tests
[2025-10-11T13:37:48.188208] [INFO ] [CONFIGURE ] ACV: Testing feature 2/29: add_cumulative_delta
[2025-10-11T13:37:48.188240] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_cumulative_delta']
[2025-10-11T13:37:53.827419] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:38:05.458003] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:38:17.358172] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:38:29.413094] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:38:41.374318] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:38:53.692082] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:39:06.029334] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:39:18.554499] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:39:18.745606] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:39:26.689823] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:39:26.689966] [INFO ] [CONFIGURE ] ACV: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-11T13:39:26.690029] [INFO ] [CONFIGURE ] JOB ETA: 1161.6h | Avg: 79.9s/test | Remaining: 52317 tests
[2025-10-11T13:39:26.690110] [INFO ] [CONFIGURE ] ACV: Testing feature 3/29: add_daily_returns
[2025-10-11T13:39:26.690167] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_daily_returns']
[2025-10-11T13:39:29.387222] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:39:30.181471] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:39:41.607621] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:39:53.458414] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:40:05.273875] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:40:05.945291] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:40:17.813389] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:40:29.704287] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:40:41.690669] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:40:42.177100] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:40:42.177326] [INFO ] [CONFIGURE ] ACV: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-11T13:40:42.177388] [INFO ] [CONFIGURE ] JOB ETA: 1161.5h | Avg: 79.9s/test | Remaining: 52316 tests
[2025-10-11T13:40:42.177438] [INFO ] [CONFIGURE ] ACV: Testing feature 4/29: add_ema
[2025-10-11T13:40:42.177495] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema']
[2025-10-11T13:40:42.686978] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:40:54.092566] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:41:05.717926] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:41:17.405906] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:41:29.121602] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:41:40.912811] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:41:52.508842] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:42:04.268919] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:42:16.256062] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:42:16.818673] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:42:16.818908] [INFO ] [CONFIGURE ] ACV: KEPT add_ema (score: 90.00%)
[2025-10-11T13:42:16.818971] [INFO ] [CONFIGURE ] JOB ETA: 1161.9h | Avg: 80.0s/test | Remaining: 52315 tests
[2025-10-11T13:42:16.819024] [INFO ] [CONFIGURE ] ACV: Testing feature 5/29: add_exhaustion_signals
[2025-10-11T13:42:16.819083] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-11T13:42:17.457570] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:42:25.707481] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:42:37.220557] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:42:49.196291] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:43:01.005903] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:43:12.790091] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:43:14.125405] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:43:17.274067] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:43:29.220620] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:43:41.241132] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:43:41.241336] [INFO ] [CONFIGURE ] ACV: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-11T13:43:41.241399] [INFO ] [CONFIGURE ] JOB ETA: 1162.0h | Avg: 80.0s/test | Remaining: 52314 tests
[2025-10-11T13:43:41.241450] [INFO ] [CONFIGURE ] ACV: Testing feature 6/29: add_failed_moves
[2025-10-11T13:43:41.241506] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-11T13:43:52.468264] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:43:53.075807] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:43:53.948740] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:44:05.935343] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:44:17.780544] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:44:27.232085] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:44:39.444269] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:44:51.651460] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:45:03.593375] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:45:15.591378] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:45:15.591583] [INFO ] [CONFIGURE ] ACV: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-11T13:45:15.591679] [INFO ] [CONFIGURE ] JOB ETA: 1162.3h | Avg: 80.0s/test | Remaining: 52313 tests
[2025-10-11T13:45:15.591753] [INFO ] [CONFIGURE ] ACV: Testing feature 7/29: add_lag_shelf
[2025-10-11T13:45:15.591811] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-11T13:45:27.029035] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:45:27.701345] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:45:39.180789] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:45:39.602571] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:45:47.975852] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:45:53.802298] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:46:05.518464] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:46:17.436791] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:46:27.016981] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:46:27.457520] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:46:27.457702] [INFO ] [CONFIGURE ] ACV: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-11T13:46:27.457761] [INFO ] [CONFIGURE ] JOB ETA: 1162.1h | Avg: 80.0s/test | Remaining: 52312 tests
[2025-10-11T13:46:27.457798] [INFO ] [CONFIGURE ] ACV: Testing feature 8/29: add_macd
[2025-10-11T13:46:27.457831] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-11T13:46:28.076073] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:46:31.330491] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:46:42.660424] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:46:54.426611] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:47:06.115938] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-10-01, Predicted=0.0, Actual=1
[2025-10-11T13:47:17.861423] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:47:22.149620] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:47:22.406086] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:47:22.646585] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:47:29.809071] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:47:29.809243] [INFO ] [CONFIGURE ] ACV: DISCARDED add_macd (score: 70.00%)
[2025-10-11T13:47:29.809289] [INFO ] [CONFIGURE ] JOB ETA: 1161.6h | Avg: 79.9s/test | Remaining: 52311 tests
[2025-10-11T13:47:29.809324] [INFO ] [CONFIGURE ] ACV: Testing feature 9/29: add_mfi
[2025-10-11T13:47:29.809356] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_mfi']
[2025-10-11T13:47:41.273981] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-25, Predicted=0.0, Actual=1
[2025-10-11T13:47:52.598897] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:48:04.160017] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:48:16.156524] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:48:28.116408] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:48:40.141559] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:48:52.119993] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:49:04.054419] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:49:13.566917] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:49:25.796189] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:49:25.796387] [INFO ] [CONFIGURE ] ACV: DISCARDED add_mfi (score: 80.00%)
[2025-10-11T13:49:25.796450] [INFO ] [CONFIGURE ] JOB ETA: 1162.5h | Avg: 80.0s/test | Remaining: 52310 tests
[2025-10-11T13:49:25.796489] [INFO ] [CONFIGURE ] ACV: Testing feature 10/29: add_momentum_acceleration
[2025-10-11T13:49:25.796523] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-11T13:49:37.064742] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:49:48.236395] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:49:48.721412] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:49:56.298413] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:50:07.874985] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:50:19.468793] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:50:22.720374] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:50:32.961975] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:50:44.445139] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:50:53.525207] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:50:53.525460] [INFO ] [CONFIGURE ] ACV: KEPT add_momentum_acceleration (score: 100.00%)
[2025-10-11T13:50:53.525523] [INFO ] [CONFIGURE ] JOB ETA: 1162.7h | Avg: 80.0s/test | Remaining: 52309 tests
[2025-10-11T13:50:53.525574] [INFO ] [CONFIGURE ] ACV: Testing feature 11/29: add_obv_daily
[2025-10-11T13:50:53.525631] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-11T13:51:02.727583] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:51:13.961271] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:51:25.078918] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:51:33.286382] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:51:34.203821] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:51:36.590880] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:51:36.941682] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:51:40.533814] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:51:43.686807] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:51:44.630478] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:51:44.630636] [INFO ] [CONFIGURE ] ACV: DISCARDED add_obv_daily (score: 90.00%)
[2025-10-11T13:51:44.630726] [INFO ] [CONFIGURE ] JOB ETA: 1161.9h | Avg: 80.0s/test | Remaining: 52308 tests
[2025-10-11T13:51:44.630790] [INFO ] [CONFIGURE ] ACV: Testing feature 12/29: add_obv_interval
[2025-10-11T13:51:44.630849] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-11T13:51:44.993162] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:51:45.266475] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-26, Predicted=0.0, Actual=0
[2025-10-11T13:51:48.509151] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:52:04.867132] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:52:21.120439] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:52:35.203599] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:52:44.709596] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:52:45.528590] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-11T13:52:51.097351] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:52:54.477918] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:52:54.478208] [INFO ] [CONFIGURE ] ACV: DISCARDED add_obv_interval (score: 100.00%)
[2025-10-11T13:52:54.478284] [INFO ] [CONFIGURE ] JOB ETA: 1161.6h | Avg: 79.9s/test | Remaining: 52307 tests
[2025-10-11T13:52:54.478336] [INFO ] [CONFIGURE ] ACV: Testing feature 13/29: add_opening_strength
[2025-10-11T13:52:54.478381] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-11T13:53:02.082807] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:53:11.286301] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:53:21.256378] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:53:32.189285] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:53:43.285782] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T13:53:54.611047] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-11T13:53:55.582869] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-11T13:54:04.231473] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-11T13:54:05.820013] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-11T13:54:12.025568] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-11T13:54:12.025767] [INFO ] [CONFIGURE ] ACV: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-11T13:54:12.025829] [INFO ] [CONFIGURE ] JOB ETA: 1161.6h | Avg: 79.9s/test | Remaining: 52306 tests
[2025-10-11T13:54:12.025882] [INFO ] [CONFIGURE ] ACV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-11T13:54:12.025940] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-11T13:54:19.239638] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-25, Predicted=1.0, Actual=1
[2025-10-11T13:54:30.532470] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-26, Predicted=1.0, Actual=0
[2025-10-11T13:54:35.669931] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-29, Predicted=1.0, Actual=1
[2025-10-11T13:54:47.455559] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-30, Predicted=1.0, Actual=1
[2025-10-11T13:54:48.151280] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-10-01, Predicted=1.0, Actual=1
[2025-10-11T14:07:47.049768] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-10-11T14:07:47.220630] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-10-11T14:07:47.391116] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-10-11T14:07:47.603703] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-10-11T14:07:47.604527] [WARN ] [STATE     ] State set to: WAITING
[2025-10-11T14:07:47.604659] [INFO ] [STATE     ] Checking TDM service status...
[2025-10-11T14:07:47.614900] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-10-11T14:07:47.619061] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-10), and is a dependency of this service.
[2025-10-11T14:07:47.622847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-11T14:07:47.626339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-11T14:07:47.630020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-11T14:07:50.636117] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-10-11T14:07:50.640024] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-10), and is a dependency of this service.
[2025-10-11T14:07:50.643397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-11T14:07:50.647772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-11T14:07:50.651579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-11T14:07:53.657066] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-10-11T14:07:53.660723] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-10), and is a dependency of this service.
[2025-10-11T14:07:53.664588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-11T14:07:53.668181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-11T14:07:53.671844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-11T14:07:53.672085] [WARN ] [STATE     ] State set to: RUNNING
[2025-10-11T14:07:53.672165] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-10-11T14:07:53.672261] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-10-11T14:07:53.710296] [DEBUG] [REMOTE    ] Fetched 1823 unique symbols from directory listing.
[2025-10-11T14:07:53.714401] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-10-11T14:07:53.714473] [INFO ] [sig       ] Found 1823 active symbols to forecast
[2025-10-11T14:07:53.714850] [INFO ] [sig       ] [1/1823] Forecasting A...
[2025-10-11T14:07:53.714907] [INFO ] [sig       ] Generating forecast for: A
[2025-10-11T14:07:53.714944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-10-11T14:07:53.724396] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'A'.
[2025-10-11T14:07:53.724697] [INFO ] [FORECASTER] Starting predict_future for A
[2025-10-11T14:07:53.752527] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:53.753288] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-10-11T14:07:53.753344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:53.753381] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:53.753410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:53.753470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:53.770938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:53.771677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:53.771842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:53.771898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:53.810685] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:53.810836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:53.810879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:53.810910] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:53.814542] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=32.89%)
[2025-10-11T14:07:53.814870] [INFO ] [FORECASTER] Completed predict_future for A
[2025-10-11T14:07:53.815019] [INFO ] [sig       ] A: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:53.966956] [INFO ] [LOCAL     ] Saved forecast: A	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/A.txt
[2025-10-11T14:07:53.967423] [INFO ] [sig       ] [1/1823] Completed A in 0.3s | 3.96 sym/s | Total: 0.3s | ETA: 7.7m
[2025-10-11T14:07:53.967489] [INFO ] [sig       ] [2/1823] Forecasting AA...
[2025-10-11T14:07:53.967524] [INFO ] [sig       ] Generating forecast for: AA
[2025-10-11T14:07:53.967559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-10-11T14:07:53.977304] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AA'.
[2025-10-11T14:07:53.977754] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-10-11T14:07:54.004700] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:54.005848] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-10-11T14:07:54.005942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:54.006003] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:54.006046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:54.006133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:54.025919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:54.026924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:54.027037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:54.027094] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:54.059855] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:54.060050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:54.060128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:54.060183] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:54.064504] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=26.58%)
[2025-10-11T14:07:54.065021] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-10-11T14:07:54.065235] [INFO ] [sig       ] AA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:54.378223] [INFO ] [LOCAL     ] Saved forecast: AA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AA.txt
[2025-10-11T14:07:54.378539] [INFO ] [sig       ] [2/1823] Completed AA in 0.4s | 3.01 sym/s | Total: 0.7s | ETA: 10.1m
[2025-10-11T14:07:54.378596] [INFO ] [sig       ] [3/1823] Forecasting AAP...
[2025-10-11T14:07:54.378633] [INFO ] [sig       ] Generating forecast for: AAP
[2025-10-11T14:07:54.378717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-10-11T14:07:54.393773] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AAP'.
[2025-10-11T14:07:54.394365] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-10-11T14:07:54.433485] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:54.434469] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-10-11T14:07:54.434536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:54.434573] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:54.434602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:54.434687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:54.462566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:54.463857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:54.463985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:54.464043] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:54.523044] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:54.523247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:54.523302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:54.523334] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:54.527844] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=79.55%)
[2025-10-11T14:07:54.528298] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-10-11T14:07:54.528546] [INFO ] [sig       ] AAP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:54.713020] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AAP.txt
[2025-10-11T14:07:54.713270] [INFO ] [sig       ] [3/1823] Completed AAP in 0.3s | 3.00 sym/s | Total: 1.0s | ETA: 10.1m
[2025-10-11T14:07:54.713335] [INFO ] [sig       ] [4/1823] Forecasting AAT...
[2025-10-11T14:07:54.713383] [INFO ] [sig       ] Generating forecast for: AAT
[2025-10-11T14:07:54.713460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-10-11T14:07:54.724443] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AAT'.
[2025-10-11T14:07:54.725026] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-10-11T14:07:54.753951] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:54.754832] [DEBUG] [LOCAL     ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt
[2025-10-11T14:07:54.754904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:54.754969] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:54.755001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:54.755061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:54.774265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:54.775269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:54.775395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:54.775454] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:54.806539] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:54.806783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:54.806839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:54.806874] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:54.811051] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-10-11T14:07:54.811388] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-10-11T14:07:54.811539] [INFO ] [sig       ] AAT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:54.962166] [INFO ] [LOCAL     ] Saved forecast: AAT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AAT.txt
[2025-10-11T14:07:54.962451] [INFO ] [sig       ] [4/1823] Completed AAT in 0.2s | 3.21 sym/s | Total: 1.2s | ETA: 9.5m
[2025-10-11T14:07:54.962518] [INFO ] [sig       ] [5/1823] Forecasting ABBV...
[2025-10-11T14:07:54.962555] [INFO ] [sig       ] Generating forecast for: ABBV
[2025-10-11T14:07:54.962590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-10-11T14:07:54.972558] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABBV'.
[2025-10-11T14:07:54.972982] [INFO ] [FORECASTER] Starting predict_future for ABBV
[2025-10-11T14:07:54.999824] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:55.000662] [DEBUG] [LOCAL     ] No optimal features file found for ABBV: ./output/feature-sets/ABBV.txt
[2025-10-11T14:07:55.000726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:55.000762] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:55.000793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:55.000854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:55.020051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:55.020926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:55.021016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:55.021053] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:55.058942] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:55.059124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:55.059168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:55.059199] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:55.063029] [DEBUG] [FORECASTER] ABBV: Forecast T+1@11:T+2@11: UP (p=65.89%)
[2025-10-11T14:07:55.063354] [INFO ] [FORECASTER] Completed predict_future for ABBV
[2025-10-11T14:07:55.063505] [INFO ] [sig       ] ABBV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:55.209383] [INFO ] [LOCAL     ] Saved forecast: ABBV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ABBV.txt
[2025-10-11T14:07:55.209611] [INFO ] [sig       ] [5/1823] Completed ABBV in 0.2s | 3.35 sym/s | Total: 1.5s | ETA: 9.1m
[2025-10-11T14:07:55.209689] [INFO ] [sig       ] [6/1823] Forecasting ABCB...
[2025-10-11T14:07:55.209739] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-10-11T14:07:55.209774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-10-11T14:07:55.218844] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABCB'.
[2025-10-11T14:07:55.219204] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-10-11T14:07:55.245256] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:55.246082] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-10-11T14:07:55.246139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:55.246176] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:55.246206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:55.246271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:55.263341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:55.264112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:55.264201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:55.264235] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:55.300674] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:55.300855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:55.300897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:55.300927] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:55.304457] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=45.21%)
[2025-10-11T14:07:55.304788] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-10-11T14:07:55.304933] [INFO ] [sig       ] ABCB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:55.446855] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ABCB.txt
[2025-10-11T14:07:55.447049] [INFO ] [sig       ] [6/1823] Completed ABCB in 0.2s | 3.46 sym/s | Total: 1.7s | ETA: 8.7m
[2025-10-11T14:07:55.447094] [INFO ] [sig       ] [7/1823] Forecasting ABEV...
[2025-10-11T14:07:55.447127] [INFO ] [sig       ] Generating forecast for: ABEV
[2025-10-11T14:07:55.447207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-10-11T14:07:55.456265] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABEV'.
[2025-10-11T14:07:55.456620] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-10-11T14:07:55.482369] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:55.483083] [DEBUG] [LOCAL     ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt
[2025-10-11T14:07:55.483139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:55.483173] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:55.483201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:55.483259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:55.500058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:55.500599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:55.500706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:55.500755] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:55.536333] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:55.536407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:55.536443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:55.536470] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:55.539541] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-10-11T14:07:55.539836] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-10-11T14:07:55.540008] [INFO ] [sig       ] ABEV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:55.677866] [INFO ] [LOCAL     ] Saved forecast: ABEV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ABEV.txt
[2025-10-11T14:07:55.678042] [INFO ] [sig       ] [7/1823] Completed ABEV in 0.2s | 3.57 sym/s | Total: 2.0s | ETA: 8.5m
[2025-10-11T14:07:55.678084] [INFO ] [sig       ] [8/1823] Forecasting ABG...
[2025-10-11T14:07:55.678114] [INFO ] [sig       ] Generating forecast for: ABG
[2025-10-11T14:07:55.678145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-10-11T14:07:55.687334] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABG'.
[2025-10-11T14:07:55.687590] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-10-11T14:07:55.712127] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:55.712873] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-10-11T14:07:55.712929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:55.712962] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:55.712990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:55.713047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:55.729894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:55.730423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:55.730502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:55.730536] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:55.765901] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:55.765972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:55.766007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:55.766036] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:55.769041] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-10-11T14:07:55.769291] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-10-11T14:07:55.769426] [INFO ] [sig       ] ABG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:55.907088] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ABG.txt
[2025-10-11T14:07:55.907268] [INFO ] [sig       ] [8/1823] Completed ABG in 0.2s | 3.65 sym/s | Total: 2.2s | ETA: 8.3m
[2025-10-11T14:07:55.907310] [INFO ] [sig       ] [9/1823] Forecasting ABM...
[2025-10-11T14:07:55.907340] [INFO ] [sig       ] Generating forecast for: ABM
[2025-10-11T14:07:55.907372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-10-11T14:07:55.915714] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABM'.
[2025-10-11T14:07:55.915964] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-10-11T14:07:55.940581] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:55.941311] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-10-11T14:07:55.941366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:55.941400] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:55.941429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:55.941486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:55.958386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:55.958958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:55.959037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:55.959071] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:55.997834] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:55.997910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:55.997946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:55.997974] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:56.000972] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-10-11T14:07:56.001224] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-10-11T14:07:56.001359] [INFO ] [sig       ] ABM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:56.138836] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ABM.txt
[2025-10-11T14:07:56.139019] [INFO ] [sig       ] [9/1823] Completed ABM in 0.2s | 3.71 sym/s | Total: 2.4s | ETA: 8.1m
[2025-10-11T14:07:56.139062] [INFO ] [sig       ] [10/1823] Forecasting ABR...
[2025-10-11T14:07:56.139091] [INFO ] [sig       ] Generating forecast for: ABR
[2025-10-11T14:07:56.139122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-10-11T14:07:56.149549] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABR'.
[2025-10-11T14:07:56.149986] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-10-11T14:07:56.175598] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:56.176406] [DEBUG] [LOCAL     ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt
[2025-10-11T14:07:56.176504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:56.176547] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:56.176577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:56.176689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:56.193794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:56.194352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:56.194435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:56.194469] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:56.232514] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:56.232730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:56.232790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:56.232824] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:56.236727] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-10-11T14:07:56.237122] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-10-11T14:07:56.237292] [INFO ] [sig       ] ABR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:56.378906] [INFO ] [LOCAL     ] Saved forecast: ABR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ABR.txt
[2025-10-11T14:07:56.379162] [INFO ] [sig       ] [10/1823] Completed ABR in 0.2s | 3.75 sym/s | Total: 2.7s | ETA: 8.1m
[2025-10-11T14:07:56.379207] [INFO ] [sig       ] [11/1823] Forecasting ACCO...
[2025-10-11T14:07:56.379238] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-10-11T14:07:56.379271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-10-11T14:07:56.388358] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACCO'.
[2025-10-11T14:07:56.388682] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-10-11T14:07:56.413439] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:56.414143] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-10-11T14:07:56.414197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:56.414244] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:56.414273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:56.414331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:56.431059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:56.431589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:56.431698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:56.431750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:56.470497] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:56.470574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:56.470610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:56.470638] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:56.473693] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-10-11T14:07:56.473951] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-10-11T14:07:56.474090] [INFO ] [sig       ] ACCO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:56.611623] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ACCO.txt
[2025-10-11T14:07:56.611834] [INFO ] [sig       ] [11/1823] Completed ACCO in 0.2s | 3.80 sym/s | Total: 2.9s | ETA: 8.0m
[2025-10-11T14:07:56.611882] [INFO ] [sig       ] [12/1823] Forecasting ACEL...
[2025-10-11T14:07:56.611913] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-10-11T14:07:56.611945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-10-11T14:07:56.620535] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACEL'.
[2025-10-11T14:07:56.620817] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-10-11T14:07:56.645490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:56.646190] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-10-11T14:07:56.646244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:56.646278] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:56.646305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:56.646362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:56.663304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:56.663879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:56.663959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:56.663993] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:56.700062] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:56.700136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:56.700171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:56.700200] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:56.703180] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2025-10-11T14:07:56.703431] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-10-11T14:07:56.703583] [INFO ] [sig       ] ACEL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:56.841241] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ACEL.txt
[2025-10-11T14:07:56.841416] [INFO ] [sig       ] [12/1823] Completed ACEL in 0.2s | 3.84 sym/s | Total: 3.1s | ETA: 7.9m
[2025-10-11T14:07:56.841466] [INFO ] [sig       ] [13/1823] Forecasting ACHR...
[2025-10-11T14:07:56.841496] [INFO ] [sig       ] Generating forecast for: ACHR
[2025-10-11T14:07:56.841527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'.
[2025-10-11T14:07:56.850611] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACHR'.
[2025-10-11T14:07:56.850902] [INFO ] [FORECASTER] Starting predict_future for ACHR
[2025-10-11T14:07:56.875602] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:56.876319] [DEBUG] [LOCAL     ] No optimal features file found for ACHR: ./output/feature-sets/ACHR.txt
[2025-10-11T14:07:56.876377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:56.876411] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:56.876439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:56.876496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:56.893303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:56.893875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:56.893987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:56.894027] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:56.934955] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:56.935034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:56.935071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:56.935099] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:56.938125] [DEBUG] [FORECASTER] ACHR: Forecast T+1@11:T+2@11: DOWN (p=49.79%)
[2025-10-11T14:07:56.938376] [INFO ] [FORECASTER] Completed predict_future for ACHR
[2025-10-11T14:07:56.938510] [INFO ] [sig       ] ACHR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:57.076614] [INFO ] [LOCAL     ] Saved forecast: ACHR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ACHR.txt
[2025-10-11T14:07:57.076841] [INFO ] [sig       ] [13/1823] Completed ACHR in 0.2s | 3.87 sym/s | Total: 3.4s | ETA: 7.8m
[2025-10-11T14:07:57.076890] [INFO ] [sig       ] [14/1823] Forecasting ACI...
[2025-10-11T14:07:57.076922] [INFO ] [sig       ] Generating forecast for: ACI
[2025-10-11T14:07:57.076953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-10-11T14:07:57.086804] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACI'.
[2025-10-11T14:07:57.087179] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-10-11T14:07:57.112505] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:57.113216] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-10-11T14:07:57.113272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:57.113305] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:57.113333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:57.113390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:57.130416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:57.131015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:57.131103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:57.131137] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:57.174679] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:57.174785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:57.174825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:57.174856] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:57.178516] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-10-11T14:07:57.178856] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-10-11T14:07:57.179012] [INFO ] [sig       ] ACI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:57.321147] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ACI.txt
[2025-10-11T14:07:57.321366] [INFO ] [sig       ] [14/1823] Completed ACI in 0.2s | 3.88 sym/s | Total: 3.6s | ETA: 7.8m
[2025-10-11T14:07:57.321409] [INFO ] [sig       ] [15/1823] Forecasting ACM...
[2025-10-11T14:07:57.321440] [INFO ] [sig       ] Generating forecast for: ACM
[2025-10-11T14:07:57.321471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-10-11T14:07:57.330349] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACM'.
[2025-10-11T14:07:57.330664] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-10-11T14:07:57.355697] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:57.356413] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-10-11T14:07:57.356467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:57.356501] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:57.356530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:57.356591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:57.373470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:57.374069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:57.374152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:57.374186] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:57.409744] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:57.409904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:57.409944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:57.409973] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:57.413374] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-10-11T14:07:57.413670] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-10-11T14:07:57.413820] [INFO ] [sig       ] ACM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:57.553851] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ACM.txt
[2025-10-11T14:07:57.554073] [INFO ] [sig       ] [15/1823] Completed ACM in 0.2s | 3.91 sym/s | Total: 3.8s | ETA: 7.7m
[2025-10-11T14:07:57.554115] [INFO ] [sig       ] [16/1823] Forecasting ACN...
[2025-10-11T14:07:57.554146] [INFO ] [sig       ] Generating forecast for: ACN
[2025-10-11T14:07:57.554178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-10-11T14:07:57.563796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACN'.
[2025-10-11T14:07:57.564145] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-10-11T14:07:57.589625] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:57.590340] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-10-11T14:07:57.590395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:57.590428] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:57.590455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:57.590512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:57.607594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:57.608155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:57.608236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:57.608276] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:57.646731] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:57.646822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:57.646858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:57.646886] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:57.652603] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-10-11T14:07:57.652888] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-10-11T14:07:57.653025] [INFO ] [sig       ] ACN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:57.791751] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ACN.txt
[2025-10-11T14:07:57.791936] [INFO ] [sig       ] [16/1823] Completed ACN in 0.2s | 3.92 sym/s | Total: 4.1s | ETA: 7.7m
[2025-10-11T14:07:57.791978] [INFO ] [sig       ] [17/1823] Forecasting ACP...
[2025-10-11T14:07:57.792008] [INFO ] [sig       ] Generating forecast for: ACP
[2025-10-11T14:07:57.792039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-10-11T14:07:57.800453] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACP'.
[2025-10-11T14:07:57.800734] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-10-11T14:07:57.825319] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:57.826020] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-10-11T14:07:57.826075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:57.826108] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:57.826135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:57.826192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:57.842998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:57.843523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:57.843600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:57.843634] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:57.879037] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:57.879108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:57.879143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:57.879171] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:57.882133] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-10-11T14:07:57.882384] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-10-11T14:07:57.882526] [INFO ] [sig       ] ACP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:58.020934] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ACP.txt
[2025-10-11T14:07:58.021112] [INFO ] [sig       ] [17/1823] Completed ACP in 0.2s | 3.95 sym/s | Total: 4.3s | ETA: 7.6m
[2025-10-11T14:07:58.021153] [INFO ] [sig       ] [18/1823] Forecasting ACR...
[2025-10-11T14:07:58.021182] [INFO ] [sig       ] Generating forecast for: ACR
[2025-10-11T14:07:58.021213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-10-11T14:07:58.029436] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACR'.
[2025-10-11T14:07:58.029714] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-10-11T14:07:58.054235] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:58.054940] [DEBUG] [LOCAL     ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt
[2025-10-11T14:07:58.054994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:58.055040] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:58.055070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:58.055126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:58.072046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:58.072572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:58.072678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:58.072733] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:58.112546] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:58.112633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:58.112712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:58.112747] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:58.117938] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-10-11T14:07:58.118193] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-10-11T14:07:58.118337] [INFO ] [sig       ] ACR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:58.257084] [INFO ] [LOCAL     ] Saved forecast: ACR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ACR.txt
[2025-10-11T14:07:58.257270] [INFO ] [sig       ] [18/1823] Completed ACR in 0.2s | 3.96 sym/s | Total: 4.5s | ETA: 7.6m
[2025-10-11T14:07:58.257311] [INFO ] [sig       ] [19/1823] Forecasting ACRE...
[2025-10-11T14:07:58.257341] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-10-11T14:07:58.257372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-10-11T14:07:58.265976] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACRE'.
[2025-10-11T14:07:58.266233] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-10-11T14:07:58.290741] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:58.291398] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-10-11T14:07:58.291452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:58.291486] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:58.291513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:58.291570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:58.308618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:58.309178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:58.309259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:58.309293] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:58.344488] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:58.344559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:58.344594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:58.344622] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:58.347618] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-10-11T14:07:58.347899] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-10-11T14:07:58.348037] [INFO ] [sig       ] ACRE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:58.486049] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ACRE.txt
[2025-10-11T14:07:58.486230] [INFO ] [sig       ] [19/1823] Completed ACRE in 0.2s | 3.98 sym/s | Total: 4.8s | ETA: 7.6m
[2025-10-11T14:07:58.486313] [INFO ] [sig       ] [20/1823] Forecasting ACV...
[2025-10-11T14:07:58.486353] [INFO ] [sig       ] Generating forecast for: ACV
[2025-10-11T14:07:58.486386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-10-11T14:07:58.495449] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACV'.
[2025-10-11T14:07:58.495814] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-10-11T14:07:58.521219] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:58.521966] [DEBUG] [LOCAL     ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt
[2025-10-11T14:07:58.522021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:58.522055] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:58.522083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:58.522140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:58.539223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:58.539812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:58.539899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:58.539933] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:58.573702] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:58.573807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:58.573845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:58.573874] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:58.577038] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-10-11T14:07:58.577300] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-10-11T14:07:58.577444] [INFO ] [sig       ] ACV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:58.717995] [INFO ] [LOCAL     ] Saved forecast: ACV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ACV.txt
[2025-10-11T14:07:58.718227] [INFO ] [sig       ] [20/1823] Completed ACV in 0.2s | 4.00 sym/s | Total: 5.0s | ETA: 7.5m
[2025-10-11T14:07:58.718270] [INFO ] [sig       ] [21/1823] Forecasting ACVA...
[2025-10-11T14:07:58.718300] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-10-11T14:07:58.718332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-10-11T14:07:58.727853] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACVA'.
[2025-10-11T14:07:58.728158] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-10-11T14:07:58.753180] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:58.753934] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-10-11T14:07:58.753989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:58.754022] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:58.754050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:58.754107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:58.771092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:58.771660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:58.771746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:58.771781] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:58.808228] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:58.808325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:58.808361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:58.808389] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:58.811584] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=62.87%)
[2025-10-11T14:07:58.811897] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-10-11T14:07:58.812044] [INFO ] [sig       ] ACVA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:58.952099] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ACVA.txt
[2025-10-11T14:07:58.952343] [INFO ] [sig       ] [21/1823] Completed ACVA in 0.2s | 4.01 sym/s | Total: 5.2s | ETA: 7.5m
[2025-10-11T14:07:58.952386] [INFO ] [sig       ] [22/1823] Forecasting ADC...
[2025-10-11T14:07:58.952417] [INFO ] [sig       ] Generating forecast for: ADC
[2025-10-11T14:07:58.952448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-10-11T14:07:58.961493] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADC'.
[2025-10-11T14:07:58.961810] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-10-11T14:07:58.986822] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:58.987554] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-10-11T14:07:58.987608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:58.987662] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:58.987717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:58.987778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:59.004752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:59.005284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:59.005364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:59.005398] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:59.040715] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:59.040811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:59.040847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:59.040875] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:59.043996] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-10-11T14:07:59.044258] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-10-11T14:07:59.044400] [INFO ] [sig       ] ADC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:07:59.191328] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ADC.txt
[2025-10-11T14:07:59.191613] [INFO ] [sig       ] [22/1823] Completed ADC in 0.2s | 4.02 sym/s | Total: 5.5s | ETA: 7.5m
[2025-10-11T14:07:59.191703] [INFO ] [sig       ] [23/1823] Forecasting ADCT...
[2025-10-11T14:07:59.191745] [INFO ] [sig       ] Generating forecast for: ADCT
[2025-10-11T14:07:59.191781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'.
[2025-10-11T14:07:59.204051] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADCT'.
[2025-10-11T14:07:59.204414] [INFO ] [FORECASTER] Starting predict_future for ADCT
[2025-10-11T14:07:59.229407] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:59.230111] [DEBUG] [LOCAL     ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt
[2025-10-11T14:07:59.230166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:59.230210] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:59.230264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:59.230328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:59.247189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:59.247827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:59.247908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:59.247943] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:59.285667] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:59.285774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:59.285811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:59.285839] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:59.288841] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-10-11T14:07:59.289090] [INFO ] [FORECASTER] Completed predict_future for ADCT
[2025-10-11T14:07:59.289225] [INFO ] [sig       ] ADCT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:59.427294] [INFO ] [LOCAL     ] Saved forecast: ADCT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ADCT.txt
[2025-10-11T14:07:59.427468] [INFO ] [sig       ] [23/1823] Completed ADCT in 0.2s | 4.03 sym/s | Total: 5.7s | ETA: 7.5m
[2025-10-11T14:07:59.427510] [INFO ] [sig       ] [24/1823] Forecasting ADM...
[2025-10-11T14:07:59.427540] [INFO ] [sig       ] Generating forecast for: ADM
[2025-10-11T14:07:59.427572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-10-11T14:07:59.436277] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADM'.
[2025-10-11T14:07:59.436537] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-10-11T14:07:59.460978] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:59.461732] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-10-11T14:07:59.461788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:59.461821] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:59.461849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:59.461905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:59.478892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:59.479418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:59.479498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:59.479532] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:59.514503] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:59.514579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:59.514614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:59.514667] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:59.517730] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-10-11T14:07:59.517984] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-10-11T14:07:59.518121] [INFO ] [sig       ] ADM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:59.658169] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ADM.txt
[2025-10-11T14:07:59.658356] [INFO ] [sig       ] [24/1823] Completed ADM in 0.2s | 4.04 sym/s | Total: 5.9s | ETA: 7.4m
[2025-10-11T14:07:59.658397] [INFO ] [sig       ] [25/1823] Forecasting ADNT...
[2025-10-11T14:07:59.658427] [INFO ] [sig       ] Generating forecast for: ADNT
[2025-10-11T14:07:59.658458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'.
[2025-10-11T14:07:59.668577] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADNT'.
[2025-10-11T14:07:59.668875] [INFO ] [FORECASTER] Starting predict_future for ADNT
[2025-10-11T14:07:59.694024] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:59.694709] [DEBUG] [LOCAL     ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt
[2025-10-11T14:07:59.694765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:59.694799] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:59.694838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:59.694897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:59.711770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:59.712295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:59.712375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:59.712408] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:07:59.756129] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:07:59.756205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:07:59.756240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:07:59.756268] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:07:59.759273] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-10-11T14:07:59.759523] [INFO ] [FORECASTER] Completed predict_future for ADNT
[2025-10-11T14:07:59.759691] [INFO ] [sig       ] ADNT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:07:59.901849] [INFO ] [LOCAL     ] Saved forecast: ADNT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ADNT.txt
[2025-10-11T14:07:59.902048] [INFO ] [sig       ] [25/1823] Completed ADNT in 0.2s | 4.04 sym/s | Total: 6.2s | ETA: 7.4m
[2025-10-11T14:07:59.902090] [INFO ] [sig       ] [26/1823] Forecasting ADT...
[2025-10-11T14:07:59.902119] [INFO ] [sig       ] Generating forecast for: ADT
[2025-10-11T14:07:59.902149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'.
[2025-10-11T14:07:59.912278] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADT'.
[2025-10-11T14:07:59.912617] [INFO ] [FORECASTER] Starting predict_future for ADT
[2025-10-11T14:07:59.939150] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:07:59.940015] [DEBUG] [LOCAL     ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt
[2025-10-11T14:07:59.940072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:07:59.940108] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:07:59.940136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:07:59.940253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:07:59.958820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:07:59.959605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:07:59.959726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:07:59.959773] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:00.000038] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:00.000230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:00.000276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:00.000305] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:00.003962] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-10-11T14:08:00.004321] [INFO ] [FORECASTER] Completed predict_future for ADT
[2025-10-11T14:08:00.004471] [INFO ] [sig       ] ADT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:00.143803] [INFO ] [LOCAL     ] Saved forecast: ADT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ADT.txt
[2025-10-11T14:08:00.144076] [INFO ] [sig       ] [26/1823] Completed ADT in 0.2s | 4.04 sym/s | Total: 6.4s | ETA: 7.4m
[2025-10-11T14:08:00.144123] [INFO ] [sig       ] [27/1823] Forecasting ADX...
[2025-10-11T14:08:00.144153] [INFO ] [sig       ] Generating forecast for: ADX
[2025-10-11T14:08:00.144186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-10-11T14:08:00.153562] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADX'.
[2025-10-11T14:08:00.153908] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-10-11T14:08:00.178962] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:00.179662] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-10-11T14:08:00.179723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:00.179757] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:00.179784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:00.179841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:00.196661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:00.197242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:00.197328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:00.197362] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:00.231032] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:00.231124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:00.231160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:00.231188] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:00.234257] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=36.37%)
[2025-10-11T14:08:00.234521] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-10-11T14:08:00.234678] [INFO ] [sig       ] ADX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:00.377153] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ADX.txt
[2025-10-11T14:08:00.377453] [INFO ] [sig       ] [27/1823] Completed ADX in 0.2s | 4.05 sym/s | Total: 6.7s | ETA: 7.4m
[2025-10-11T14:08:00.377522] [INFO ] [sig       ] [28/1823] Forecasting AEE...
[2025-10-11T14:08:00.377556] [INFO ] [sig       ] Generating forecast for: AEE
[2025-10-11T14:08:00.377597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-10-11T14:08:00.388595] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEE'.
[2025-10-11T14:08:00.388951] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-10-11T14:08:00.414916] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:00.415606] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-10-11T14:08:00.415683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:00.415733] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:00.415763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:00.415821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:00.433090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:00.433682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:00.433791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:00.433845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:00.469302] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:00.469397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:00.469433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:00.469462] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:00.472612] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-10-11T14:08:00.472905] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-10-11T14:08:00.473041] [INFO ] [sig       ] AEE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:00.612133] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AEE.txt
[2025-10-11T14:08:00.612357] [INFO ] [sig       ] [28/1823] Completed AEE in 0.2s | 4.06 sym/s | Total: 6.9s | ETA: 7.4m
[2025-10-11T14:08:00.612403] [INFO ] [sig       ] [29/1823] Forecasting AEFC...
[2025-10-11T14:08:00.612434] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-10-11T14:08:00.612467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-10-11T14:08:00.621113] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEFC'.
[2025-10-11T14:08:00.621401] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-10-11T14:08:00.646206] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:00.646942] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-10-11T14:08:00.646997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:00.647029] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:00.647056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:00.647113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:00.663937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:00.664472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:00.664555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:00.664588] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:00.696718] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:00.696823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:00.697225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:00.697257] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:00.700763] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-10-11T14:08:00.701032] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-10-11T14:08:00.701170] [INFO ] [sig       ] AEFC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:00.840586] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AEFC.txt
[2025-10-11T14:08:00.840841] [INFO ] [sig       ] [29/1823] Completed AEFC in 0.2s | 4.07 sym/s | Total: 7.1s | ETA: 7.3m
[2025-10-11T14:08:00.840895] [INFO ] [sig       ] [30/1823] Forecasting AEG...
[2025-10-11T14:08:00.840927] [INFO ] [sig       ] Generating forecast for: AEG
[2025-10-11T14:08:00.840960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-10-11T14:08:00.849921] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEG'.
[2025-10-11T14:08:00.850212] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-10-11T14:08:00.875063] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:00.875788] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-10-11T14:08:00.875842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:00.875874] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:00.875901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:00.875957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:00.892807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:00.893351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:00.893432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:00.893465] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:00.929751] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:00.929833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:00.929888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:00.929918] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:00.932943] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=27.42%)
[2025-10-11T14:08:00.933195] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-10-11T14:08:00.933329] [INFO ] [sig       ] AEG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:01.076670] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AEG.txt
[2025-10-11T14:08:01.076964] [INFO ] [sig       ] [30/1823] Completed AEG in 0.2s | 4.07 sym/s | Total: 7.4s | ETA: 7.3m
[2025-10-11T14:08:01.077025] [INFO ] [sig       ] [31/1823] Forecasting AEM...
[2025-10-11T14:08:01.077058] [INFO ] [sig       ] Generating forecast for: AEM
[2025-10-11T14:08:01.077099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-10-11T14:08:01.087028] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEM'.
[2025-10-11T14:08:01.087345] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-10-11T14:08:01.113003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:01.113731] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-10-11T14:08:01.113789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:01.113823] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:01.113851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:01.113908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:01.130921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:01.131547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:01.131639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:01.131714] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:01.165808] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:01.165890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:01.165926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:01.165954] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:01.169069] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-10-11T14:08:01.169333] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-10-11T14:08:01.169487] [INFO ] [sig       ] AEM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:01.314861] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AEM.txt
[2025-10-11T14:08:01.315095] [INFO ] [sig       ] [31/1823] Completed AEM in 0.2s | 4.08 sym/s | Total: 7.6s | ETA: 7.3m
[2025-10-11T14:08:01.315139] [INFO ] [sig       ] [32/1823] Forecasting AEO...
[2025-10-11T14:08:01.315170] [INFO ] [sig       ] Generating forecast for: AEO
[2025-10-11T14:08:01.315202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-10-11T14:08:01.324236] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEO'.
[2025-10-11T14:08:01.324556] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-10-11T14:08:01.350308] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:01.351064] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-10-11T14:08:01.351118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:01.351151] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:01.351179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:01.351251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:01.369155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:01.369780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:01.369861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:01.369895] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:01.412246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:01.412362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:01.412401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:01.412430] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:01.415782] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-10-11T14:08:01.416052] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-10-11T14:08:01.416188] [INFO ] [sig       ] AEO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:01.564316] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AEO.txt
[2025-10-11T14:08:01.564581] [INFO ] [sig       ] [32/1823] Completed AEO in 0.2s | 4.08 sym/s | Total: 7.8s | ETA: 7.3m
[2025-10-11T14:08:01.564629] [INFO ] [sig       ] [33/1823] Forecasting AER...
[2025-10-11T14:08:01.564698] [INFO ] [sig       ] Generating forecast for: AER
[2025-10-11T14:08:01.564743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'.
[2025-10-11T14:08:01.573353] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AER'.
[2025-10-11T14:08:01.573639] [INFO ] [FORECASTER] Starting predict_future for AER
[2025-10-11T14:08:01.599395] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:01.600204] [DEBUG] [LOCAL     ] No optimal features file found for AER: ./output/feature-sets/AER.txt
[2025-10-11T14:08:01.600262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:01.600297] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:01.600325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:01.600386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:01.618184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:01.618793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:01.618878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:01.618913] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:01.655150] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:01.655268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:01.655305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:01.655333] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:01.658612] [DEBUG] [FORECASTER] AER: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-10-11T14:08:01.658909] [INFO ] [FORECASTER] Completed predict_future for AER
[2025-10-11T14:08:01.659046] [INFO ] [sig       ] AER: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:01.836812] [INFO ] [LOCAL     ] Saved forecast: AER	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AER.txt
[2025-10-11T14:08:01.837134] [INFO ] [sig       ] [33/1823] Completed AER in 0.3s | 4.06 sym/s | Total: 8.1s | ETA: 7.3m
[2025-10-11T14:08:01.837197] [INFO ] [sig       ] [34/1823] Forecasting AES...
[2025-10-11T14:08:01.837232] [INFO ] [sig       ] Generating forecast for: AES
[2025-10-11T14:08:01.837265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-10-11T14:08:01.849309] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AES'.
[2025-10-11T14:08:01.849826] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-10-11T14:08:01.879062] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:01.879917] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-10-11T14:08:01.879976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:01.880017] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:01.880087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:01.880186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:01.903066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:01.903923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:01.904053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:01.904110] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:01.946747] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:01.946917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:01.946961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:01.946992] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:01.951392] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-10-11T14:08:01.951805] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-10-11T14:08:01.951991] [INFO ] [sig       ] AES: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:02.123911] [INFO ] [LOCAL     ] Saved forecast: AES	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AES.txt
[2025-10-11T14:08:02.124207] [INFO ] [sig       ] [34/1823] Completed AES in 0.3s | 4.04 sym/s | Total: 8.4s | ETA: 7.4m
[2025-10-11T14:08:02.124264] [INFO ] [sig       ] [35/1823] Forecasting AESI...
[2025-10-11T14:08:02.124299] [INFO ] [sig       ] Generating forecast for: AESI
[2025-10-11T14:08:02.124333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-10-11T14:08:02.134414] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AESI'.
[2025-10-11T14:08:02.134792] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-10-11T14:08:02.160190] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:02.160982] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-10-11T14:08:02.161038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:02.161072] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:02.161101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:02.161158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:02.178271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:02.178883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:02.178965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:02.178999] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:02.209291] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:02.209420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:02.209459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:02.209489] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:02.212852] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2025-10-11T14:08:02.213121] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-10-11T14:08:02.213250] [INFO ] [sig       ] AESI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:02.352544] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AESI.txt
[2025-10-11T14:08:02.352800] [INFO ] [sig       ] [35/1823] Completed AESI in 0.2s | 4.05 sym/s | Total: 8.6s | ETA: 7.4m
[2025-10-11T14:08:02.352861] [INFO ] [sig       ] [36/1823] Forecasting AFB...
[2025-10-11T14:08:02.352895] [INFO ] [sig       ] Generating forecast for: AFB
[2025-10-11T14:08:02.352928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-10-11T14:08:02.361400] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFB'.
[2025-10-11T14:08:02.361727] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-10-11T14:08:02.386783] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:02.387531] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-10-11T14:08:02.387586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:02.387621] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:02.387679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:02.387757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:02.404795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:02.405342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:02.405425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:02.405459] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:02.440712] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:02.440867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:02.440912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:02.440944] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:02.444934] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=38.77%)
[2025-10-11T14:08:02.445239] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-10-11T14:08:02.445389] [INFO ] [sig       ] AFB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:02.587541] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AFB.txt
[2025-10-11T14:08:02.587767] [INFO ] [sig       ] [36/1823] Completed AFB in 0.2s | 4.06 sym/s | Total: 8.9s | ETA: 7.3m
[2025-10-11T14:08:02.587827] [INFO ] [sig       ] [37/1823] Forecasting AFG...
[2025-10-11T14:08:02.587861] [INFO ] [sig       ] Generating forecast for: AFG
[2025-10-11T14:08:02.587894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-10-11T14:08:02.596455] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFG'.
[2025-10-11T14:08:02.596801] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-10-11T14:08:02.623041] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:02.623871] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-10-11T14:08:02.623926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:02.623961] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:02.623989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:02.624046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:02.640983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:02.641519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:02.641600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:02.641633] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:02.678270] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:02.678373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:02.678422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:02.678485] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:02.682169] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=57.03%)
[2025-10-11T14:08:02.682455] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-10-11T14:08:02.682597] [INFO ] [sig       ] AFG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:02.827953] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AFG.txt
[2025-10-11T14:08:02.828179] [INFO ] [sig       ] [37/1823] Completed AFG in 0.2s | 4.06 sym/s | Total: 9.1s | ETA: 7.3m
[2025-10-11T14:08:02.828237] [INFO ] [sig       ] [38/1823] Forecasting AFGB...
[2025-10-11T14:08:02.828269] [INFO ] [sig       ] Generating forecast for: AFGB
[2025-10-11T14:08:02.828310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'.
[2025-10-11T14:08:02.837892] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AFGB'.
[2025-10-11T14:08:02.838208] [INFO ] [FORECASTER] Starting predict_future for AFGB
[2025-10-11T14:08:02.863991] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:02.864912] [DEBUG] [LOCAL     ] No optimal features file found for AFGB: ./output/feature-sets/AFGB.txt
[2025-10-11T14:08:02.864969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:02.865003] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:02.865031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:02.865089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:02.882442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:02.883068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:02.883161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:02.883214] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:02.908219] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:02.908303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:02.908338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:02.908372] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:02.911476] [DEBUG] [FORECASTER] AFGB: Forecast T+1@11:T+2@11: UP (p=65.52%)
[2025-10-11T14:08:02.911774] [INFO ] [FORECASTER] Completed predict_future for AFGB
[2025-10-11T14:08:02.911906] [INFO ] [sig       ] AFGB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:03.057865] [INFO ] [LOCAL     ] Saved forecast: AFGB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AFGB.txt
[2025-10-11T14:08:03.058162] [INFO ] [sig       ] [38/1823] Completed AFGB in 0.2s | 4.07 sym/s | Total: 9.3s | ETA: 7.3m
[2025-10-11T14:08:03.058241] [INFO ] [sig       ] [39/1823] Forecasting AFGC...
[2025-10-11T14:08:03.058313] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-10-11T14:08:03.058393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-10-11T14:08:03.067444] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFGC'.
[2025-10-11T14:08:03.067774] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-10-11T14:08:03.093110] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:03.093821] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-10-11T14:08:03.093876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:03.093910] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:03.093985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:03.094067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:03.111383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:03.112347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:03.112468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:03.112504] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:03.138991] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:03.139157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:03.139198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:03.139227] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:03.142702] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-10-11T14:08:03.142976] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-10-11T14:08:03.143102] [INFO ] [sig       ] AFGC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:03.282712] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AFGC.txt
[2025-10-11T14:08:03.282886] [INFO ] [sig       ] [39/1823] Completed AFGC in 0.2s | 4.08 sym/s | Total: 9.6s | ETA: 7.3m
[2025-10-11T14:08:03.282929] [INFO ] [sig       ] [40/1823] Forecasting AFGD...
[2025-10-11T14:08:03.282960] [INFO ] [sig       ] Generating forecast for: AFGD
[2025-10-11T14:08:03.282992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'.
[2025-10-11T14:08:03.290804] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFGD'.
[2025-10-11T14:08:03.291063] [INFO ] [FORECASTER] Starting predict_future for AFGD
[2025-10-11T14:08:03.316281] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:03.317038] [DEBUG] [LOCAL     ] No optimal features file found for AFGD: ./output/feature-sets/AFGD.txt
[2025-10-11T14:08:03.317092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:03.317125] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:03.317152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:03.317208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:03.334296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:03.334863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:03.334942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:03.334976] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:03.367401] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:03.367484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:03.367521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:03.367550] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:03.370631] [DEBUG] [FORECASTER] AFGD: Forecast T+1@11:T+2@11: UP (p=63.95%)
[2025-10-11T14:08:03.370915] [INFO ] [FORECASTER] Completed predict_future for AFGD
[2025-10-11T14:08:03.371040] [INFO ] [sig       ] AFGD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:03.511452] [INFO ] [LOCAL     ] Saved forecast: AFGD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AFGD.txt
[2025-10-11T14:08:03.511616] [INFO ] [sig       ] [40/1823] Completed AFGD in 0.2s | 4.08 sym/s | Total: 9.8s | ETA: 7.3m
[2025-10-11T14:08:03.511686] [INFO ] [sig       ] [41/1823] Forecasting AFGE...
[2025-10-11T14:08:03.511734] [INFO ] [sig       ] Generating forecast for: AFGE
[2025-10-11T14:08:03.511767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'.
[2025-10-11T14:08:03.520148] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AFGE'.
[2025-10-11T14:08:03.520401] [INFO ] [FORECASTER] Starting predict_future for AFGE
[2025-10-11T14:08:03.545161] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:03.545867] [DEBUG] [LOCAL     ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt
[2025-10-11T14:08:03.545922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:03.545955] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:03.545982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:03.546039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:03.563135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:03.563692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:03.563773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:03.563808] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:03.594057] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:03.594132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:03.594168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:03.594196] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:03.597186] [DEBUG] [FORECASTER] AFGE: Forecast T+1@11:T+2@11: DOWN (p=49.46%)
[2025-10-11T14:08:03.597434] [INFO ] [FORECASTER] Completed predict_future for AFGE
[2025-10-11T14:08:03.597558] [INFO ] [sig       ] AFGE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:03.740389] [INFO ] [LOCAL     ] Saved forecast: AFGE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AFGE.txt
[2025-10-11T14:08:03.740707] [INFO ] [sig       ] [41/1823] Completed AFGE in 0.2s | 4.09 sym/s | Total: 10.0s | ETA: 7.3m
[2025-10-11T14:08:03.740769] [INFO ] [sig       ] [42/1823] Forecasting AFL...
[2025-10-11T14:08:03.740804] [INFO ] [sig       ] Generating forecast for: AFL
[2025-10-11T14:08:03.740845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-10-11T14:08:03.750442] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AFL'.
[2025-10-11T14:08:03.750747] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-10-11T14:08:03.776355] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:03.777120] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-10-11T14:08:03.777174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:03.777216] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:03.777270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:03.777331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:03.794567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:03.795178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:03.795257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:03.795291] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:03.823863] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:03.823964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:03.824000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:03.824029] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:03.828007] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-10-11T14:08:03.828262] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-10-11T14:08:03.828390] [INFO ] [sig       ] AFL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:03.967722] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AFL.txt
[2025-10-11T14:08:03.967890] [INFO ] [sig       ] [42/1823] Completed AFL in 0.2s | 4.10 sym/s | Total: 10.3s | ETA: 7.2m
[2025-10-11T14:08:03.967939] [INFO ] [sig       ] [43/1823] Forecasting AG...
[2025-10-11T14:08:03.967971] [INFO ] [sig       ] Generating forecast for: AG
[2025-10-11T14:08:03.968003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-10-11T14:08:03.976795] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AG'.
[2025-10-11T14:08:03.977056] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-10-11T14:08:04.001594] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:04.002290] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-10-11T14:08:04.002344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:04.002377] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:04.002405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:04.002462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:04.019632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:04.020190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:04.020269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:04.020302] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:04.050993] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:04.051072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:04.051107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:04.051136] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:04.054130] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-10-11T14:08:04.054381] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-10-11T14:08:04.054504] [INFO ] [sig       ] AG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:04.194788] [INFO ] [LOCAL     ] Saved forecast: AG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AG.txt
[2025-10-11T14:08:04.194967] [INFO ] [sig       ] [43/1823] Completed AG in 0.2s | 4.10 sym/s | Total: 10.5s | ETA: 7.2m
[2025-10-11T14:08:04.195009] [INFO ] [sig       ] [44/1823] Forecasting AGCO...
[2025-10-11T14:08:04.195039] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-10-11T14:08:04.195070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-10-11T14:08:04.203286] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGCO'.
[2025-10-11T14:08:04.203553] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-10-11T14:08:04.228290] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:04.228992] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-10-11T14:08:04.229046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:04.229080] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:04.229107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:04.229164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:04.246037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:04.246584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:04.246701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:04.246750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:04.285688] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:04.285767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:04.285803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:04.285848] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:04.288897] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=69.25%)
[2025-10-11T14:08:04.289145] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-10-11T14:08:04.289287] [INFO ] [sig       ] AGCO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:04.428719] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AGCO.txt
[2025-10-11T14:08:04.428898] [INFO ] [sig       ] [44/1823] Completed AGCO in 0.2s | 4.11 sym/s | Total: 10.7s | ETA: 7.2m
[2025-10-11T14:08:04.428941] [INFO ] [sig       ] [45/1823] Forecasting AGI...
[2025-10-11T14:08:04.428971] [INFO ] [sig       ] Generating forecast for: AGI
[2025-10-11T14:08:04.429001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-10-11T14:08:04.437097] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGI'.
[2025-10-11T14:08:04.437367] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-10-11T14:08:04.467276] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:04.468053] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-10-11T14:08:04.468108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:04.468143] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:04.468171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:04.468229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:04.485262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:04.485859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:04.485945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:04.485980] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:04.526451] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:04.526525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:04.526562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:04.526591] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:04.529748] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-10-11T14:08:04.530002] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-10-11T14:08:04.530140] [INFO ] [sig       ] AGI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:04.670853] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AGI.txt
[2025-10-11T14:08:04.671038] [INFO ] [sig       ] [45/1823] Completed AGI in 0.2s | 4.11 sym/s | Total: 11.0s | ETA: 7.2m
[2025-10-11T14:08:04.671080] [INFO ] [sig       ] [46/1823] Forecasting AGL...
[2025-10-11T14:08:04.671110] [INFO ] [sig       ] Generating forecast for: AGL
[2025-10-11T14:08:04.671141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'.
[2025-10-11T14:08:04.679784] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGL'.
[2025-10-11T14:08:04.680053] [INFO ] [FORECASTER] Starting predict_future for AGL
[2025-10-11T14:08:04.704882] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:04.705547] [DEBUG] [LOCAL     ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt
[2025-10-11T14:08:04.705601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:04.705634] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:04.705701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:04.705769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:04.722558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:04.723117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:04.723198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:04.723231] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:04.761398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:04.761473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:04.761508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:04.761536] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:04.764565] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-10-11T14:08:04.764843] [INFO ] [FORECASTER] Completed predict_future for AGL
[2025-10-11T14:08:04.764981] [INFO ] [sig       ] AGL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:04.904845] [INFO ] [LOCAL     ] Saved forecast: AGL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AGL.txt
[2025-10-11T14:08:04.905044] [INFO ] [sig       ] [46/1823] Completed AGL in 0.2s | 4.11 sym/s | Total: 11.2s | ETA: 7.2m
[2025-10-11T14:08:04.905087] [INFO ] [sig       ] [47/1823] Forecasting AGM...
[2025-10-11T14:08:04.905116] [INFO ] [sig       ] Generating forecast for: AGM
[2025-10-11T14:08:04.905147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-10-11T14:08:04.914310] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGM'.
[2025-10-11T14:08:04.914589] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-10-11T14:08:04.939710] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:04.940374] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-10-11T14:08:04.940428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:04.940461] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:04.940488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:04.940544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:04.957504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:04.958062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:04.958142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:04.958175] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:04.999636] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:04.999736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:04.999774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:04.999802] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:05.002904] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-10-11T14:08:05.003154] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-10-11T14:08:05.003295] [INFO ] [sig       ] AGM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:05.143277] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AGM.txt
[2025-10-11T14:08:05.143457] [INFO ] [sig       ] [47/1823] Completed AGM in 0.2s | 4.11 sym/s | Total: 11.4s | ETA: 7.2m
[2025-10-11T14:08:05.143499] [INFO ] [sig       ] [48/1823] Forecasting AGO...
[2025-10-11T14:08:05.143529] [INFO ] [sig       ] Generating forecast for: AGO
[2025-10-11T14:08:05.143560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-10-11T14:08:05.152156] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGO'.
[2025-10-11T14:08:05.152408] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-10-11T14:08:05.177266] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:05.178008] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-10-11T14:08:05.178062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:05.178095] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:05.178123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:05.178180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:05.199936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:05.200924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:05.201030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:05.201085] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:05.237736] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:05.237808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:05.237844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:05.237871] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:05.240898] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-10-11T14:08:05.241146] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-10-11T14:08:05.241314] [INFO ] [sig       ] AGO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:05.381225] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AGO.txt
[2025-10-11T14:08:05.381426] [INFO ] [sig       ] [48/1823] Completed AGO in 0.2s | 4.11 sym/s | Total: 11.7s | ETA: 7.2m
[2025-10-11T14:08:05.381502] [INFO ] [sig       ] [49/1823] Forecasting AGRO...
[2025-10-11T14:08:05.381564] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-10-11T14:08:05.381622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-10-11T14:08:05.394075] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGRO'.
[2025-10-11T14:08:05.394682] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-10-11T14:08:05.421587] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:05.422441] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-10-11T14:08:05.422502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:05.422539] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:05.422567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:05.422639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:05.441549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:05.442358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:05.442453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:05.442488] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:05.479248] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:05.479332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:05.479370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:05.479401] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:05.482592] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=24.68%)
[2025-10-11T14:08:05.482888] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-10-11T14:08:05.483084] [INFO ] [sig       ] AGRO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:05.626779] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AGRO.txt
[2025-10-11T14:08:05.627030] [INFO ] [sig       ] [49/1823] Completed AGRO in 0.2s | 4.11 sym/s | Total: 11.9s | ETA: 7.2m
[2025-10-11T14:08:05.627092] [INFO ] [sig       ] [50/1823] Forecasting AGX...
[2025-10-11T14:08:05.627125] [INFO ] [sig       ] Generating forecast for: AGX
[2025-10-11T14:08:05.627158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-10-11T14:08:05.636399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AGX'.
[2025-10-11T14:08:05.636769] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-10-11T14:08:05.661994] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:05.662790] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-10-11T14:08:05.662846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:05.662881] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:05.662910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:05.662969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:05.680371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:05.680971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:05.681065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:05.681100] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:05.718814] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:05.718907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:05.718946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:05.718976] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:05.722135] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-10-11T14:08:05.722399] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-10-11T14:08:05.722540] [INFO ] [sig       ] AGX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:05.874459] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AGX.txt
[2025-10-11T14:08:05.874866] [INFO ] [sig       ] [50/1823] Completed AGX in 0.2s | 4.11 sym/s | Total: 12.2s | ETA: 7.2m
[2025-10-11T14:08:05.874947] [INFO ] [sig       ] [51/1823] Forecasting AHH...
[2025-10-11T14:08:05.874994] [INFO ] [sig       ] Generating forecast for: AHH
[2025-10-11T14:08:05.875039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-10-11T14:08:05.887309] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AHH'.
[2025-10-11T14:08:05.887891] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-10-11T14:08:05.915886] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:05.916866] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-10-11T14:08:05.916939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:05.916994] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:05.917028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:05.917088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:05.935491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:05.936478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:05.936577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:05.936668] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:05.974325] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:05.974539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:05.974586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:05.974638] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:05.978856] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=68.17%)
[2025-10-11T14:08:05.979310] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-10-11T14:08:05.979486] [INFO ] [sig       ] AHH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:06.123434] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AHH.txt
[2025-10-11T14:08:06.123720] [INFO ] [sig       ] [51/1823] Completed AHH in 0.2s | 4.11 sym/s | Total: 12.4s | ETA: 7.2m
[2025-10-11T14:08:06.123783] [INFO ] [sig       ] [52/1823] Forecasting AHR...
[2025-10-11T14:08:06.123816] [INFO ] [sig       ] Generating forecast for: AHR
[2025-10-11T14:08:06.123850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'.
[2025-10-11T14:08:06.134206] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AHR'.
[2025-10-11T14:08:06.134591] [INFO ] [FORECASTER] Starting predict_future for AHR
[2025-10-11T14:08:06.164718] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:06.165459] [DEBUG] [LOCAL     ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt
[2025-10-11T14:08:06.165537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:06.165675] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:06.165750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:06.165868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:06.184927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:06.185749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:06.185841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:06.185876] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:06.230379] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:06.230494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:06.230545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:06.230577] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:06.233811] [DEBUG] [FORECASTER] AHR: Forecast T+1@11:T+2@11: UP (p=58.05%)
[2025-10-11T14:08:06.234073] [INFO ] [FORECASTER] Completed predict_future for AHR
[2025-10-11T14:08:06.234210] [INFO ] [sig       ] AHR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:06.400808] [INFO ] [LOCAL     ] Saved forecast: AHR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AHR.txt
[2025-10-11T14:08:06.401070] [INFO ] [sig       ] [52/1823] Completed AHR in 0.3s | 4.10 sym/s | Total: 12.7s | ETA: 7.2m
[2025-10-11T14:08:06.401117] [INFO ] [sig       ] [53/1823] Forecasting AHT...
[2025-10-11T14:08:06.401147] [INFO ] [sig       ] Generating forecast for: AHT
[2025-10-11T14:08:06.401181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'.
[2025-10-11T14:08:06.410847] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AHT'.
[2025-10-11T14:08:06.411168] [INFO ] [FORECASTER] Starting predict_future for AHT
[2025-10-11T14:08:06.441000] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:06.441844] [DEBUG] [LOCAL     ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt
[2025-10-11T14:08:06.441900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:06.441935] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:06.441962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:06.442022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:06.463300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:06.463998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:06.464117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:06.464178] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:06.505825] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:06.505941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:06.506009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:06.506052] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:06.514946] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2025-10-11T14:08:06.515416] [INFO ] [FORECASTER] Completed predict_future for AHT
[2025-10-11T14:08:06.515599] [INFO ] [sig       ] AHT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:06.684263] [INFO ] [LOCAL     ] Saved forecast: AHT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AHT.txt
[2025-10-11T14:08:06.684549] [INFO ] [sig       ] [53/1823] Completed AHT in 0.3s | 4.09 sym/s | Total: 13.0s | ETA: 7.2m
[2025-10-11T14:08:06.684611] [INFO ] [sig       ] [54/1823] Forecasting AIG...
[2025-10-11T14:08:06.684674] [INFO ] [sig       ] Generating forecast for: AIG
[2025-10-11T14:08:06.684751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-10-11T14:08:06.696533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIG'.
[2025-10-11T14:08:06.696920] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-10-11T14:08:06.727198] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:06.728289] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-10-11T14:08:06.728362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:06.728410] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:06.728453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:06.728574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:06.754392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:06.755035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:06.755125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:06.755161] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:06.796391] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:06.796497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:06.796540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:06.796570] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:06.799951] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-10-11T14:08:06.800215] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-10-11T14:08:06.800355] [INFO ] [sig       ] AIG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:06.965832] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AIG.txt
[2025-10-11T14:08:06.966053] [INFO ] [sig       ] [54/1823] Completed AIG in 0.3s | 4.08 sym/s | Total: 13.3s | ETA: 7.2m
[2025-10-11T14:08:06.966100] [INFO ] [sig       ] [55/1823] Forecasting AIN...
[2025-10-11T14:08:06.966131] [INFO ] [sig       ] Generating forecast for: AIN
[2025-10-11T14:08:06.966163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'.
[2025-10-11T14:08:06.975441] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIN'.
[2025-10-11T14:08:06.975748] [INFO ] [FORECASTER] Starting predict_future for AIN
[2025-10-11T14:08:07.003279] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:07.004076] [DEBUG] [LOCAL     ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt
[2025-10-11T14:08:07.004133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:07.004168] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:07.004196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:07.004255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:07.023674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:07.024237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:07.024324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:07.024359] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:07.063259] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:07.063351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:07.063389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:07.063419] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:07.067174] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: DOWN (p=26.95%)
[2025-10-11T14:08:07.067553] [INFO ] [FORECASTER] Completed predict_future for AIN
[2025-10-11T14:08:07.067752] [INFO ] [sig       ] AIN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:07.233092] [INFO ] [LOCAL     ] Saved forecast: AIN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AIN.txt
[2025-10-11T14:08:07.233304] [INFO ] [sig       ] [55/1823] Completed AIN in 0.3s | 4.07 sym/s | Total: 13.5s | ETA: 7.2m
[2025-10-11T14:08:07.233350] [INFO ] [sig       ] [56/1823] Forecasting AIR...
[2025-10-11T14:08:07.233407] [INFO ] [sig       ] Generating forecast for: AIR
[2025-10-11T14:08:07.233462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'.
[2025-10-11T14:08:07.243033] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIR'.
[2025-10-11T14:08:07.243335] [INFO ] [FORECASTER] Starting predict_future for AIR
[2025-10-11T14:08:07.274703] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:07.275493] [DEBUG] [LOCAL     ] No optimal features file found for AIR: ./output/feature-sets/AIR.txt
[2025-10-11T14:08:07.275550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:07.275586] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:07.275615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:07.275700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:07.295855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:07.296434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:07.296520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:07.296560] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:07.335276] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:07.335358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:07.335397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:07.335426] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:07.338689] [DEBUG] [FORECASTER] AIR: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-10-11T14:08:07.338954] [INFO ] [FORECASTER] Completed predict_future for AIR
[2025-10-11T14:08:07.339093] [INFO ] [sig       ] AIR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:07.508839] [INFO ] [LOCAL     ] Saved forecast: AIR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AIR.txt
[2025-10-11T14:08:07.509074] [INFO ] [sig       ] [56/1823] Completed AIR in 0.3s | 4.06 sym/s | Total: 13.8s | ETA: 7.3m
[2025-10-11T14:08:07.509117] [INFO ] [sig       ] [57/1823] Forecasting AIT...
[2025-10-11T14:08:07.509185] [INFO ] [sig       ] Generating forecast for: AIT
[2025-10-11T14:08:07.509239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'.
[2025-10-11T14:08:07.519135] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIT'.
[2025-10-11T14:08:07.519536] [INFO ] [FORECASTER] Starting predict_future for AIT
[2025-10-11T14:08:07.545907] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:07.546689] [DEBUG] [LOCAL     ] No optimal features file found for AIT: ./output/feature-sets/AIT.txt
[2025-10-11T14:08:07.546752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:07.546823] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:07.546875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:07.546959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:07.569483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:07.570353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:07.570450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:07.570484] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:07.604014] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:07.604150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:07.604191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:07.604222] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:07.607663] [DEBUG] [FORECASTER] AIT: Forecast T+1@11:T+2@11: DOWN (p=33.09%)
[2025-10-11T14:08:07.607947] [INFO ] [FORECASTER] Completed predict_future for AIT
[2025-10-11T14:08:07.608087] [INFO ] [sig       ] AIT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:07.757416] [INFO ] [LOCAL     ] Saved forecast: AIT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AIT.txt
[2025-10-11T14:08:07.757692] [INFO ] [sig       ] [57/1823] Completed AIT in 0.2s | 4.06 sym/s | Total: 14.0s | ETA: 7.3m
[2025-10-11T14:08:07.757754] [INFO ] [sig       ] [58/1823] Forecasting AIV...
[2025-10-11T14:08:07.757788] [INFO ] [sig       ] Generating forecast for: AIV
[2025-10-11T14:08:07.757820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'.
[2025-10-11T14:08:07.766739] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIV'.
[2025-10-11T14:08:07.767026] [INFO ] [FORECASTER] Starting predict_future for AIV
[2025-10-11T14:08:07.792057] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:07.792810] [DEBUG] [LOCAL     ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt
[2025-10-11T14:08:07.792866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:07.792899] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:07.792927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:07.792984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:07.809884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:07.810415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:07.810496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:07.810532] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:07.846707] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:07.846780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:07.846817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:07.846845] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:07.849845] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: DOWN (p=47.55%)
[2025-10-11T14:08:07.850093] [INFO ] [FORECASTER] Completed predict_future for AIV
[2025-10-11T14:08:07.850252] [INFO ] [sig       ] AIV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:07.989755] [INFO ] [LOCAL     ] Saved forecast: AIV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AIV.txt
[2025-10-11T14:08:07.989950] [INFO ] [sig       ] [58/1823] Completed AIV in 0.2s | 4.06 sym/s | Total: 14.3s | ETA: 7.2m
[2025-10-11T14:08:07.989992] [INFO ] [sig       ] [59/1823] Forecasting AIZ...
[2025-10-11T14:08:07.990022] [INFO ] [sig       ] Generating forecast for: AIZ
[2025-10-11T14:08:07.990053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'.
[2025-10-11T14:08:07.998595] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIZ'.
[2025-10-11T14:08:07.998878] [INFO ] [FORECASTER] Starting predict_future for AIZ
[2025-10-11T14:08:08.023572] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:08.024286] [DEBUG] [LOCAL     ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt
[2025-10-11T14:08:08.024339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:08.024373] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:08.024401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:08.024458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:08.041307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:08.041889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:08.041969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:08.042002] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:08.076634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:08.076727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:08.076766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:08.076794] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:08.079834] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: UP (p=92.86%)
[2025-10-11T14:08:08.080083] [INFO ] [FORECASTER] Completed predict_future for AIZ
[2025-10-11T14:08:08.080217] [INFO ] [sig       ] AIZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:08.226871] [INFO ] [LOCAL     ] Saved forecast: AIZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AIZ.txt
[2025-10-11T14:08:08.227090] [INFO ] [sig       ] [59/1823] Completed AIZ in 0.2s | 4.07 sym/s | Total: 14.5s | ETA: 7.2m
[2025-10-11T14:08:08.227150] [INFO ] [sig       ] [60/1823] Forecasting AIZN...
[2025-10-11T14:08:08.227183] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-10-11T14:08:08.227214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-10-11T14:08:08.236667] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AIZN'.
[2025-10-11T14:08:08.236918] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-10-11T14:08:08.262534] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:08.263259] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-10-11T14:08:08.263334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:08.263385] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:08.263414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:08.263472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:08.280534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:08.281100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:08.281191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:08.281226] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:08.314080] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:08.314164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:08.314221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:08.314253] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:08.317289] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-10-11T14:08:08.317549] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-10-11T14:08:08.317742] [INFO ] [sig       ] AIZN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:08.456125] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AIZN.txt
[2025-10-11T14:08:08.456301] [INFO ] [sig       ] [60/1823] Completed AIZN in 0.2s | 4.07 sym/s | Total: 14.7s | ETA: 7.2m
[2025-10-11T14:08:08.456343] [INFO ] [sig       ] [61/1823] Forecasting AJG...
[2025-10-11T14:08:08.456372] [INFO ] [sig       ] Generating forecast for: AJG
[2025-10-11T14:08:08.456403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-10-11T14:08:08.466294] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AJG'.
[2025-10-11T14:08:08.466738] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-10-11T14:08:08.492035] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:08.492787] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-10-11T14:08:08.492846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:08.492881] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:08.492910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:08.492967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:08.512506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:08.513442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:08.513562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:08.513625] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:08.559946] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:08.560087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:08.560129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:08.560162] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:08.564019] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-10-11T14:08:08.564324] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-10-11T14:08:08.564482] [INFO ] [sig       ] AJG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:08.706966] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AJG.txt
[2025-10-11T14:08:08.707235] [INFO ] [sig       ] [61/1823] Completed AJG in 0.3s | 4.07 sym/s | Total: 15.0s | ETA: 7.2m
[2025-10-11T14:08:08.707280] [INFO ] [sig       ] [62/1823] Forecasting AKR...
[2025-10-11T14:08:08.707310] [INFO ] [sig       ] Generating forecast for: AKR
[2025-10-11T14:08:08.707393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'.
[2025-10-11T14:08:08.718052] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AKR'.
[2025-10-11T14:08:08.718363] [INFO ] [FORECASTER] Starting predict_future for AKR
[2025-10-11T14:08:08.743467] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:08.744221] [DEBUG] [LOCAL     ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt
[2025-10-11T14:08:08.744290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:08.744325] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:08.744353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:08.744411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:08.761317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:08.762013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:08.762106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:08.762141] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:08.804306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:08.804410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:08.804449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:08.804478] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:08.807744] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-10-11T14:08:08.808015] [INFO ] [FORECASTER] Completed predict_future for AKR
[2025-10-11T14:08:08.808154] [INFO ] [sig       ] AKR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:08.948141] [INFO ] [LOCAL     ] Saved forecast: AKR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AKR.txt
[2025-10-11T14:08:08.948413] [INFO ] [sig       ] [62/1823] Completed AKR in 0.2s | 4.07 sym/s | Total: 15.2s | ETA: 7.2m
[2025-10-11T14:08:08.948456] [INFO ] [sig       ] [63/1823] Forecasting AL...
[2025-10-11T14:08:08.948486] [INFO ] [sig       ] Generating forecast for: AL
[2025-10-11T14:08:08.948518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-10-11T14:08:08.957546] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AL'.
[2025-10-11T14:08:08.957882] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-10-11T14:08:08.983056] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:08.983859] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-10-11T14:08:08.983918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:08.983954] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:08.983982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:08.984040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:09.001941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:09.002924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:09.003016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:09.003051] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:09.042784] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:09.042894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:09.042932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:09.042962] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:09.046212] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-10-11T14:08:09.046478] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-10-11T14:08:09.046698] [INFO ] [sig       ] AL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:09.187243] [INFO ] [LOCAL     ] Saved forecast: AL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AL.txt
[2025-10-11T14:08:09.187499] [INFO ] [sig       ] [63/1823] Completed AL in 0.2s | 4.07 sym/s | Total: 15.5s | ETA: 7.2m
[2025-10-11T14:08:09.187544] [INFO ] [sig       ] [64/1823] Forecasting ALB...
[2025-10-11T14:08:09.187579] [INFO ] [sig       ] Generating forecast for: ALB
[2025-10-11T14:08:09.187620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-10-11T14:08:09.197421] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALB'.
[2025-10-11T14:08:09.197763] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-10-11T14:08:09.222857] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:09.223596] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-10-11T14:08:09.223676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:09.223729] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:09.223760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:09.223818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:09.241180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:09.241840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:09.241929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:09.241963] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:09.279434] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:09.279548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:09.279586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:09.279615] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:09.282858] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-10-11T14:08:09.283119] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-10-11T14:08:09.283261] [INFO ] [sig       ] ALB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:09.428802] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALB.txt
[2025-10-11T14:08:09.429080] [INFO ] [sig       ] [64/1823] Completed ALB in 0.2s | 4.07 sym/s | Total: 15.7s | ETA: 7.2m
[2025-10-11T14:08:09.429142] [INFO ] [sig       ] [65/1823] Forecasting ALC...
[2025-10-11T14:08:09.429176] [INFO ] [sig       ] Generating forecast for: ALC
[2025-10-11T14:08:09.429209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-10-11T14:08:09.438963] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALC'.
[2025-10-11T14:08:09.439306] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-10-11T14:08:09.464536] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:09.465330] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-10-11T14:08:09.465424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:09.465464] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:09.465493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:09.465552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:09.482606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:09.483213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:09.483300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:09.483333] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:09.521795] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:09.521960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:09.522001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:09.522030] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:09.525426] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=76.33%)
[2025-10-11T14:08:09.525777] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-10-11T14:08:09.525925] [INFO ] [sig       ] ALC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:09.664710] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ALC.txt
[2025-10-11T14:08:09.664920] [INFO ] [sig       ] [65/1823] Completed ALC in 0.2s | 4.08 sym/s | Total: 16.0s | ETA: 7.2m
[2025-10-11T14:08:09.664965] [INFO ] [sig       ] [66/1823] Forecasting ALE...
[2025-10-11T14:08:09.664995] [INFO ] [sig       ] Generating forecast for: ALE
[2025-10-11T14:08:09.665026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-10-11T14:08:09.673985] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALE'.
[2025-10-11T14:08:09.674253] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-10-11T14:08:09.699125] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:09.699852] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-10-11T14:08:09.699906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:09.699938] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:09.699966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:09.700022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:09.716887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:09.717420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:09.717501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:09.717536] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:09.754168] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:09.754247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:09.754284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:09.754312] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:09.757344] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-10-11T14:08:09.757612] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-10-11T14:08:09.757805] [INFO ] [sig       ] ALE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:09.897945] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALE.txt
[2025-10-11T14:08:09.898155] [INFO ] [sig       ] [66/1823] Completed ALE in 0.2s | 4.08 sym/s | Total: 16.2s | ETA: 7.2m
[2025-10-11T14:08:09.898197] [INFO ] [sig       ] [67/1823] Forecasting ALEX...
[2025-10-11T14:08:09.898228] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-10-11T14:08:09.898260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-10-11T14:08:09.907576] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALEX'.
[2025-10-11T14:08:09.907913] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-10-11T14:08:09.933303] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:09.934075] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-10-11T14:08:09.934134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:09.934169] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:09.934197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:09.934254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:09.951287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:09.951861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:09.951943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:09.951991] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:09.994279] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:09.994367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:09.994403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:09.994432] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:09.997617] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-10-11T14:08:09.997935] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-10-11T14:08:09.998080] [INFO ] [sig       ] ALEX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:10.142427] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALEX.txt
[2025-10-11T14:08:10.142681] [INFO ] [sig       ] [67/1823] Completed ALEX in 0.2s | 4.08 sym/s | Total: 16.4s | ETA: 7.2m
[2025-10-11T14:08:10.142743] [INFO ] [sig       ] [68/1823] Forecasting ALG...
[2025-10-11T14:08:10.142776] [INFO ] [sig       ] Generating forecast for: ALG
[2025-10-11T14:08:10.142808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-10-11T14:08:10.157150] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALG'.
[2025-10-11T14:08:10.157628] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-10-11T14:08:10.188468] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:10.189369] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-10-11T14:08:10.189446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:10.189515] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:10.189594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:10.189708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:10.211368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:10.212417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:10.212580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:10.212664] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:10.256691] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:10.256893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:10.256956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:10.256989] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:10.261025] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=0.07%)
[2025-10-11T14:08:10.261378] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-10-11T14:08:10.261563] [INFO ] [sig       ] ALG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:10.430343] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALG.txt
[2025-10-11T14:08:10.430618] [INFO ] [sig       ] [68/1823] Completed ALG in 0.3s | 4.07 sym/s | Total: 16.7s | ETA: 7.2m
[2025-10-11T14:08:10.430719] [INFO ] [sig       ] [69/1823] Forecasting ALIT...
[2025-10-11T14:08:10.430767] [INFO ] [sig       ] Generating forecast for: ALIT
[2025-10-11T14:08:10.430801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'.
[2025-10-11T14:08:10.441504] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALIT'.
[2025-10-11T14:08:10.441878] [INFO ] [FORECASTER] Starting predict_future for ALIT
[2025-10-11T14:08:10.467082] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:10.467872] [DEBUG] [LOCAL     ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt
[2025-10-11T14:08:10.467961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:10.467998] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:10.468026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:10.468083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:10.484975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:10.485514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:10.485594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:10.485628] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:10.527995] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:10.528139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:10.528183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:10.528212] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:10.531840] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-10-11T14:08:10.532117] [INFO ] [FORECASTER] Completed predict_future for ALIT
[2025-10-11T14:08:10.532263] [INFO ] [sig       ] ALIT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:10.671802] [INFO ] [LOCAL     ] Saved forecast: ALIT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALIT.txt
[2025-10-11T14:08:10.672019] [INFO ] [sig       ] [69/1823] Completed ALIT in 0.2s | 4.07 sym/s | Total: 17.0s | ETA: 7.2m
[2025-10-11T14:08:10.672060] [INFO ] [sig       ] [70/1823] Forecasting ALK...
[2025-10-11T14:08:10.672089] [INFO ] [sig       ] Generating forecast for: ALK
[2025-10-11T14:08:10.672121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-10-11T14:08:10.681788] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALK'.
[2025-10-11T14:08:10.682051] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-10-11T14:08:10.707065] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:10.707796] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-10-11T14:08:10.707851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:10.707884] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:10.707911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:10.707968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:10.724830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:10.725363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:10.725442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:10.725475] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:10.765517] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:10.765588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:10.765623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:10.765682] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:10.768737] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-10-11T14:08:10.768988] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-10-11T14:08:10.769136] [INFO ] [sig       ] ALK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:10.908525] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALK.txt
[2025-10-11T14:08:10.908760] [INFO ] [sig       ] [70/1823] Completed ALK in 0.2s | 4.07 sym/s | Total: 17.2s | ETA: 7.2m
[2025-10-11T14:08:10.908826] [INFO ] [sig       ] [71/1823] Forecasting ALL...
[2025-10-11T14:08:10.908858] [INFO ] [sig       ] Generating forecast for: ALL
[2025-10-11T14:08:10.908899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-10-11T14:08:10.919109] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALL'.
[2025-10-11T14:08:10.919474] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-10-11T14:08:10.944860] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:10.945569] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-10-11T14:08:10.945624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:10.945721] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:10.945764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:10.945824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:10.963113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:10.963682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:10.963771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:10.963804] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:11.006761] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:11.006849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:11.006885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:11.006913] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:11.012821] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=59.82%)
[2025-10-11T14:08:11.013084] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-10-11T14:08:11.013230] [INFO ] [sig       ] ALL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:11.153504] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ALL.txt
[2025-10-11T14:08:11.153763] [INFO ] [sig       ] [71/1823] Completed ALL in 0.2s | 4.07 sym/s | Total: 17.4s | ETA: 7.2m
[2025-10-11T14:08:11.153825] [INFO ] [sig       ] [72/1823] Forecasting ALLE...
[2025-10-11T14:08:11.153858] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-10-11T14:08:11.153891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-10-11T14:08:11.163453] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALLE'.
[2025-10-11T14:08:11.163756] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-10-11T14:08:11.188742] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:11.189494] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-10-11T14:08:11.189553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:11.189587] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:11.189614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:11.189691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:11.207035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:11.207585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:11.207692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:11.207746] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:11.253337] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:11.253476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:11.253536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:11.253590] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:11.257263] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-10-11T14:08:11.257548] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-10-11T14:08:11.257758] [INFO ] [sig       ] ALLE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:11.398317] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ALLE.txt
[2025-10-11T14:08:11.398548] [INFO ] [sig       ] [72/1823] Completed ALLE in 0.2s | 4.07 sym/s | Total: 17.7s | ETA: 7.2m
[2025-10-11T14:08:11.398592] [INFO ] [sig       ] [73/1823] Forecasting ALLY...
[2025-10-11T14:08:11.398622] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-10-11T14:08:11.398686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-10-11T14:08:11.409599] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALLY'.
[2025-10-11T14:08:11.409925] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-10-11T14:08:11.435265] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:11.436023] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-10-11T14:08:11.436078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:11.436111] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:11.436140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:11.436198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:11.453841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:11.454376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:11.454457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:11.454490] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:11.498091] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:11.498178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:11.498214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:11.498242] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:11.501336] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-10-11T14:08:11.501587] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-10-11T14:08:11.501771] [INFO ] [sig       ] ALLY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:11.640511] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALLY.txt
[2025-10-11T14:08:11.640750] [INFO ] [sig       ] [73/1823] Completed ALLY in 0.2s | 4.07 sym/s | Total: 17.9s | ETA: 7.2m
[2025-10-11T14:08:11.640811] [INFO ] [sig       ] [74/1823] Forecasting ALSN...
[2025-10-11T14:08:11.640846] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-10-11T14:08:11.640879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-10-11T14:08:11.651403] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALSN'.
[2025-10-11T14:08:11.651758] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-10-11T14:08:11.676720] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:11.677409] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-10-11T14:08:11.677463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:11.677496] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:11.677523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:11.677580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:11.694295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:11.694869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:11.694951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:11.694997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:11.735560] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:11.735671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:11.735726] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:11.735758] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:11.738886] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=22.78%)
[2025-10-11T14:08:11.739140] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-10-11T14:08:11.739288] [INFO ] [sig       ] ALSN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:11.878935] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALSN.txt
[2025-10-11T14:08:11.879203] [INFO ] [sig       ] [74/1823] Completed ALSN in 0.2s | 4.07 sym/s | Total: 18.2s | ETA: 7.2m
[2025-10-11T14:08:11.879293] [INFO ] [sig       ] [75/1823] Forecasting ALTG...
[2025-10-11T14:08:11.879334] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-10-11T14:08:11.879368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-10-11T14:08:11.888799] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALTG'.
[2025-10-11T14:08:11.889080] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-10-11T14:08:11.914505] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:11.915255] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-10-11T14:08:11.915309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:11.915342] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:11.915369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:11.915425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:11.932317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:11.932891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:11.932973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:11.933007] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:11.973670] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:11.973765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:11.973802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:11.973829] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:11.976932] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-10-11T14:08:11.977187] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-10-11T14:08:11.977333] [INFO ] [sig       ] ALTG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:12.120339] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALTG.txt
[2025-10-11T14:08:12.120576] [INFO ] [sig       ] [75/1823] Completed ALTG in 0.2s | 4.07 sym/s | Total: 18.4s | ETA: 7.1m
[2025-10-11T14:08:12.120636] [INFO ] [sig       ] [76/1823] Forecasting ALUR...
[2025-10-11T14:08:12.120710] [INFO ] [sig       ] Generating forecast for: ALUR
[2025-10-11T14:08:12.120749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'.
[2025-10-11T14:08:12.130383] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALUR'.
[2025-10-11T14:08:12.130676] [INFO ] [FORECASTER] Starting predict_future for ALUR
[2025-10-11T14:08:12.155686] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:12.156429] [DEBUG] [LOCAL     ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt
[2025-10-11T14:08:12.156501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:12.156537] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:12.156564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:12.156659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:12.173502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:12.174096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:12.174178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:12.174219] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:12.214691] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:12.214773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:12.214809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:12.214836] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:12.217894] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-10-11T14:08:12.218146] [INFO ] [FORECASTER] Completed predict_future for ALUR
[2025-10-11T14:08:12.218284] [INFO ] [sig       ] ALUR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:12.357194] [INFO ] [LOCAL     ] Saved forecast: ALUR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALUR.txt
[2025-10-11T14:08:12.357410] [INFO ] [sig       ] [76/1823] Completed ALUR in 0.2s | 4.08 sym/s | Total: 18.6s | ETA: 7.1m
[2025-10-11T14:08:12.357453] [INFO ] [sig       ] [77/1823] Forecasting ALV...
[2025-10-11T14:08:12.357483] [INFO ] [sig       ] Generating forecast for: ALV
[2025-10-11T14:08:12.357515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'.
[2025-10-11T14:08:12.369364] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALV'.
[2025-10-11T14:08:12.369725] [INFO ] [FORECASTER] Starting predict_future for ALV
[2025-10-11T14:08:12.394620] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:12.395347] [DEBUG] [LOCAL     ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt
[2025-10-11T14:08:12.395405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:12.395439] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:12.395467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:12.395524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:12.412291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:12.412867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:12.412954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:12.412987] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:12.456961] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:12.457034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:12.457069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:12.457096] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:12.460104] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-10-11T14:08:12.460352] [INFO ] [FORECASTER] Completed predict_future for ALV
[2025-10-11T14:08:12.460495] [INFO ] [sig       ] ALV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:12.597909] [INFO ] [LOCAL     ] Saved forecast: ALV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALV.txt
[2025-10-11T14:08:12.598090] [INFO ] [sig       ] [77/1823] Completed ALV in 0.2s | 4.08 sym/s | Total: 18.9s | ETA: 7.1m
[2025-10-11T14:08:12.598132] [INFO ] [sig       ] [78/1823] Forecasting ALX...
[2025-10-11T14:08:12.598161] [INFO ] [sig       ] Generating forecast for: ALX
[2025-10-11T14:08:12.598193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-10-11T14:08:12.611637] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALX'.
[2025-10-11T14:08:12.612328] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-10-11T14:08:12.642230] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:12.643260] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-10-11T14:08:12.643324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:12.643362] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:12.643392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:12.643457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:12.662283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:12.663415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:12.663529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:12.663568] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:12.709901] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:12.710163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:12.710213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:12.710244] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:12.714888] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-10-11T14:08:12.715239] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-10-11T14:08:12.715470] [INFO ] [sig       ] ALX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:12.871077] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ALX.txt
[2025-10-11T14:08:12.871432] [INFO ] [sig       ] [78/1823] Completed ALX in 0.3s | 4.07 sym/s | Total: 19.2s | ETA: 7.1m
[2025-10-11T14:08:12.871479] [INFO ] [sig       ] [79/1823] Forecasting AM...
[2025-10-11T14:08:12.871512] [INFO ] [sig       ] Generating forecast for: AM
[2025-10-11T14:08:12.871547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-10-11T14:08:12.883717] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AM'.
[2025-10-11T14:08:12.884083] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-10-11T14:08:12.912154] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:12.913120] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-10-11T14:08:12.913178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:12.913214] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:12.913243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:12.913305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:12.931992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:12.933246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:12.933382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:12.933419] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:12.983527] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:12.983848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:12.983943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:12.984000] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:12.989138] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-10-11T14:08:12.989588] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-10-11T14:08:12.989839] [INFO ] [sig       ] AM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:13.142856] [INFO ] [LOCAL     ] Saved forecast: AM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AM.txt
[2025-10-11T14:08:13.143307] [INFO ] [sig       ] [79/1823] Completed AM in 0.3s | 4.07 sym/s | Total: 19.4s | ETA: 7.1m
[2025-10-11T14:08:13.143385] [INFO ] [sig       ] [80/1823] Forecasting AMBC...
[2025-10-11T14:08:13.143441] [INFO ] [sig       ] Generating forecast for: AMBC
[2025-10-11T14:08:13.143482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'.
[2025-10-11T14:08:13.153544] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMBC'.
[2025-10-11T14:08:13.153879] [INFO ] [FORECASTER] Starting predict_future for AMBC
[2025-10-11T14:08:13.180321] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:13.181093] [DEBUG] [LOCAL     ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt
[2025-10-11T14:08:13.181149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:13.181184] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:13.181213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:13.181275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:13.199441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:13.200142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:13.200244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:13.200279] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:13.239232] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:13.239412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:13.239456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:13.239486] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:13.243235] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-10-11T14:08:13.243551] [INFO ] [FORECASTER] Completed predict_future for AMBC
[2025-10-11T14:08:13.243746] [INFO ] [sig       ] AMBC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:13.389115] [INFO ] [LOCAL     ] Saved forecast: AMBC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AMBC.txt
[2025-10-11T14:08:13.389434] [INFO ] [sig       ] [80/1823] Completed AMBC in 0.2s | 4.07 sym/s | Total: 19.7s | ETA: 7.1m
[2025-10-11T14:08:13.389480] [INFO ] [sig       ] [81/1823] Forecasting AMBP...
[2025-10-11T14:08:13.389511] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-10-11T14:08:13.389544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-10-11T14:08:13.401017] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMBP'.
[2025-10-11T14:08:13.401404] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-10-11T14:08:13.427820] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:13.428551] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-10-11T14:08:13.428608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:13.428684] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:13.428745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:13.428861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:13.446372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:13.447032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:13.447132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:13.447168] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:13.484394] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:13.484480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:13.484516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:13.484545] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:13.487749] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-10-11T14:08:13.488021] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-10-11T14:08:13.488181] [INFO ] [sig       ] AMBP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:13.629141] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AMBP.txt
[2025-10-11T14:08:13.629434] [INFO ] [sig       ] [81/1823] Completed AMBP in 0.2s | 4.07 sym/s | Total: 19.9s | ETA: 7.1m
[2025-10-11T14:08:13.629478] [INFO ] [sig       ] [82/1823] Forecasting AMC...
[2025-10-11T14:08:13.629510] [INFO ] [sig       ] Generating forecast for: AMC
[2025-10-11T14:08:13.629544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-10-11T14:08:13.639417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMC'.
[2025-10-11T14:08:13.639783] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-10-11T14:08:13.665948] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:13.666791] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-10-11T14:08:13.666850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:13.666892] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:13.666919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:13.666980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:13.684343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:13.685020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:13.685119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:13.685153] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:13.723473] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:13.723633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:13.723717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:13.723772] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:13.727713] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=75.56%)
[2025-10-11T14:08:13.728008] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-10-11T14:08:13.728162] [INFO ] [sig       ] AMC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:13.871744] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AMC.txt
[2025-10-11T14:08:13.872074] [INFO ] [sig       ] [82/1823] Completed AMC in 0.2s | 4.07 sym/s | Total: 20.2s | ETA: 7.1m
[2025-10-11T14:08:13.872121] [INFO ] [sig       ] [83/1823] Forecasting AMCR...
[2025-10-11T14:08:13.872151] [INFO ] [sig       ] Generating forecast for: AMCR
[2025-10-11T14:08:13.872186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'.
[2025-10-11T14:08:13.881978] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMCR'.
[2025-10-11T14:08:13.882360] [INFO ] [FORECASTER] Starting predict_future for AMCR
[2025-10-11T14:08:13.909273] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:13.910091] [DEBUG] [LOCAL     ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt
[2025-10-11T14:08:13.910151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:13.910204] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:13.910235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:13.910295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:13.927757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:13.928383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:13.928481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:13.928515] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:13.972760] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:13.972903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:13.972953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:13.972985] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:13.977314] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=20.90%)
[2025-10-11T14:08:13.977678] [INFO ] [FORECASTER] Completed predict_future for AMCR
[2025-10-11T14:08:13.977868] [INFO ] [sig       ] AMCR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:14.119558] [INFO ] [LOCAL     ] Saved forecast: AMCR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AMCR.txt
[2025-10-11T14:08:14.119831] [INFO ] [sig       ] [83/1823] Completed AMCR in 0.2s | 4.07 sym/s | Total: 20.4s | ETA: 7.1m
[2025-10-11T14:08:14.119892] [INFO ] [sig       ] [84/1823] Forecasting AME...
[2025-10-11T14:08:14.119925] [INFO ] [sig       ] Generating forecast for: AME
[2025-10-11T14:08:14.119958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-10-11T14:08:14.129473] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AME'.
[2025-10-11T14:08:14.129802] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-10-11T14:08:14.154716] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:14.155393] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-10-11T14:08:14.155451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:14.155486] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:14.155513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:14.155571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:14.172404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:14.172987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:14.173075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:14.173109] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:14.217921] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:14.217996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:14.218406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:14.218446] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:14.222517] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-10-11T14:08:14.222819] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-10-11T14:08:14.222955] [INFO ] [sig       ] AME: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:14.361664] [INFO ] [LOCAL     ] Saved forecast: AME	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AME.txt
[2025-10-11T14:08:14.361892] [INFO ] [sig       ] [84/1823] Completed AME in 0.2s | 4.07 sym/s | Total: 20.6s | ETA: 7.1m
[2025-10-11T14:08:14.361936] [INFO ] [sig       ] [85/1823] Forecasting AMG...
[2025-10-11T14:08:14.361965] [INFO ] [sig       ] Generating forecast for: AMG
[2025-10-11T14:08:14.361996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-10-11T14:08:14.371869] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMG'.
[2025-10-11T14:08:14.372140] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-10-11T14:08:14.397069] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:14.397787] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-10-11T14:08:14.397841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:14.397875] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:14.397902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:14.397960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:14.414696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:14.415244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:14.415328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:14.415361] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:14.455475] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:14.455575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:14.455632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:14.455708] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:14.459024] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-10-11T14:08:14.459278] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-10-11T14:08:14.459425] [INFO ] [sig       ] AMG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:14.597684] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AMG.txt
[2025-10-11T14:08:14.597897] [INFO ] [sig       ] [85/1823] Completed AMG in 0.2s | 4.07 sym/s | Total: 20.9s | ETA: 7.1m
[2025-10-11T14:08:14.597941] [INFO ] [sig       ] [86/1823] Forecasting AMH...
[2025-10-11T14:08:14.597972] [INFO ] [sig       ] Generating forecast for: AMH
[2025-10-11T14:08:14.598002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-10-11T14:08:14.606824] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMH'.
[2025-10-11T14:08:14.607118] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-10-11T14:08:14.632744] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:14.633430] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-10-11T14:08:14.633484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:14.633517] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:14.633545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:14.633603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:14.650424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:14.651034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:14.651119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:14.651152] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:14.687579] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:14.687680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:14.687735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:14.687766] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:14.690797] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-10-11T14:08:14.691053] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-10-11T14:08:14.691189] [INFO ] [sig       ] AMH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:14.830358] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AMH.txt
[2025-10-11T14:08:14.830561] [INFO ] [sig       ] [86/1823] Completed AMH in 0.2s | 4.07 sym/s | Total: 21.1s | ETA: 7.1m
[2025-10-11T14:08:14.830603] [INFO ] [sig       ] [87/1823] Forecasting AMN...
[2025-10-11T14:08:14.830632] [INFO ] [sig       ] Generating forecast for: AMN
[2025-10-11T14:08:14.830706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-10-11T14:08:14.843858] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMN'.
[2025-10-11T14:08:14.844387] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-10-11T14:08:14.874284] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:14.875276] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-10-11T14:08:14.875332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:14.875368] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:14.875397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:14.875457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:14.893263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:14.893914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:14.894009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:14.894043] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:14.941515] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:14.941721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:14.941779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:14.941811] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:14.945490] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=0.14%)
[2025-10-11T14:08:14.945835] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-10-11T14:08:14.946006] [INFO ] [sig       ] AMN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:15.087434] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AMN.txt
[2025-10-11T14:08:15.087837] [INFO ] [sig       ] [87/1823] Completed AMN in 0.3s | 4.07 sym/s | Total: 21.4s | ETA: 7.1m
[2025-10-11T14:08:15.087902] [INFO ] [sig       ] [88/1823] Forecasting AMP...
[2025-10-11T14:08:15.087938] [INFO ] [sig       ] Generating forecast for: AMP
[2025-10-11T14:08:15.087973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-10-11T14:08:15.097137] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AMP'.
[2025-10-11T14:08:15.097473] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-10-11T14:08:15.123546] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:15.124326] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-10-11T14:08:15.124383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:15.124418] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:15.124448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:15.124507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:15.142200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:15.142815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:15.142906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:15.142941] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:15.181912] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:15.182043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:15.182084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:15.182112] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:15.185368] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=34.59%)
[2025-10-11T14:08:15.185663] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-10-11T14:08:15.185832] [INFO ] [sig       ] AMP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:15.332502] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AMP.txt
[2025-10-11T14:08:15.332858] [INFO ] [sig       ] [88/1823] Completed AMP in 0.2s | 4.07 sym/s | Total: 21.6s | ETA: 7.1m
[2025-10-11T14:08:15.332922] [INFO ] [sig       ] [89/1823] Forecasting AMPX...
[2025-10-11T14:08:15.332957] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-10-11T14:08:15.332992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-10-11T14:08:15.342854] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMPX'.
[2025-10-11T14:08:15.343179] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-10-11T14:08:15.369229] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:15.369937] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-10-11T14:08:15.369992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:15.370025] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:15.370053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:15.370112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:15.386951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:15.387508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:15.387594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:15.387627] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:15.424112] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:15.424196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:15.424231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:15.424260] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:15.427490] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2025-10-11T14:08:15.427829] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-10-11T14:08:15.427972] [INFO ] [sig       ] AMPX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:15.567600] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AMPX.txt
[2025-10-11T14:08:15.567871] [INFO ] [sig       ] [89/1823] Completed AMPX in 0.2s | 4.07 sym/s | Total: 21.9s | ETA: 7.1m
[2025-10-11T14:08:15.567933] [INFO ] [sig       ] [90/1823] Forecasting AMPY...
[2025-10-11T14:08:15.567965] [INFO ] [sig       ] Generating forecast for: AMPY
[2025-10-11T14:08:15.567997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'.
[2025-10-11T14:08:15.576844] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMPY'.
[2025-10-11T14:08:15.577110] [INFO ] [FORECASTER] Starting predict_future for AMPY
[2025-10-11T14:08:15.602128] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:15.602891] [DEBUG] [LOCAL     ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt
[2025-10-11T14:08:15.602950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:15.602995] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:15.603024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:15.603082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:15.620139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:15.620718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:15.620804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:15.620838] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:15.656121] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:15.656198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:15.656233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:15.656262] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:15.659261] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-10-11T14:08:15.659509] [INFO ] [FORECASTER] Completed predict_future for AMPY
[2025-10-11T14:08:15.659637] [INFO ] [sig       ] AMPY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:15.797770] [INFO ] [LOCAL     ] Saved forecast: AMPY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AMPY.txt
[2025-10-11T14:08:15.797971] [INFO ] [sig       ] [90/1823] Completed AMPY in 0.2s | 4.08 sym/s | Total: 22.1s | ETA: 7.1m
[2025-10-11T14:08:15.798013] [INFO ] [sig       ] [91/1823] Forecasting AMR...
[2025-10-11T14:08:15.798045] [INFO ] [sig       ] Generating forecast for: AMR
[2025-10-11T14:08:15.798076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'.
[2025-10-11T14:08:15.807922] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMR'.
[2025-10-11T14:08:15.808248] [INFO ] [FORECASTER] Starting predict_future for AMR
[2025-10-11T14:08:15.833218] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:15.833967] [DEBUG] [LOCAL     ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt
[2025-10-11T14:08:15.834026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:15.834061] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:15.834088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:15.834145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:15.850997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:15.851539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:15.851620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:15.851684] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:15.884715] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:15.884789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:15.884825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:15.884853] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:15.887878] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: UP (p=63.84%)
[2025-10-11T14:08:15.888128] [INFO ] [FORECASTER] Completed predict_future for AMR
[2025-10-11T14:08:15.888259] [INFO ] [sig       ] AMR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:16.028123] [INFO ] [LOCAL     ] Saved forecast: AMR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AMR.txt
[2025-10-11T14:08:16.028322] [INFO ] [sig       ] [91/1823] Completed AMR in 0.2s | 4.08 sym/s | Total: 22.3s | ETA: 7.1m
[2025-10-11T14:08:16.028363] [INFO ] [sig       ] [92/1823] Forecasting AMRC...
[2025-10-11T14:08:16.028392] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-10-11T14:08:16.028423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-10-11T14:08:16.038439] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMRC'.
[2025-10-11T14:08:16.038866] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-10-11T14:08:16.064365] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:16.065191] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-10-11T14:08:16.065245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:16.065278] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:16.065306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:16.065364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:16.082533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:16.083185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:16.083274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:16.083307] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:16.127286] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:16.127457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:16.127521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:16.127577] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:16.131275] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-10-11T14:08:16.131583] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-10-11T14:08:16.131772] [INFO ] [sig       ] AMRC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:16.276024] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AMRC.txt
[2025-10-11T14:08:16.276404] [INFO ] [sig       ] [92/1823] Completed AMRC in 0.2s | 4.08 sym/s | Total: 22.6s | ETA: 7.1m
[2025-10-11T14:08:16.276453] [INFO ] [sig       ] [93/1823] Forecasting AMT...
[2025-10-11T14:08:16.276486] [INFO ] [sig       ] Generating forecast for: AMT
[2025-10-11T14:08:16.276520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'.
[2025-10-11T14:08:16.286554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMT'.
[2025-10-11T14:08:16.286940] [INFO ] [FORECASTER] Starting predict_future for AMT
[2025-10-11T14:08:16.312092] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:16.312851] [DEBUG] [LOCAL     ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt
[2025-10-11T14:08:16.312907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:16.312939] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:16.312967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:16.313026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:16.329897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:16.330441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:16.330523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:16.330556] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:16.365335] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:16.365410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:16.365446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:16.365474] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:16.368523] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-10-11T14:08:16.368820] [INFO ] [FORECASTER] Completed predict_future for AMT
[2025-10-11T14:08:16.368965] [INFO ] [sig       ] AMT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:16.507374] [INFO ] [LOCAL     ] Saved forecast: AMT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AMT.txt
[2025-10-11T14:08:16.507572] [INFO ] [sig       ] [93/1823] Completed AMT in 0.2s | 4.08 sym/s | Total: 22.8s | ETA: 7.1m
[2025-10-11T14:08:16.507615] [INFO ] [sig       ] [94/1823] Forecasting AMTB...
[2025-10-11T14:08:16.507668] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-10-11T14:08:16.507725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-10-11T14:08:16.517098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMTB'.
[2025-10-11T14:08:16.517388] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-10-11T14:08:16.542457] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:16.543200] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-10-11T14:08:16.543255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:16.543287] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:16.543364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:16.543433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:16.560337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:16.560924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:16.561011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:16.561045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:16.591273] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:16.591349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:16.591385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:16.591413] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:16.594478] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-10-11T14:08:16.594774] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-10-11T14:08:16.594910] [INFO ] [sig       ] AMTB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:16.733925] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AMTB.txt
[2025-10-11T14:08:16.734123] [INFO ] [sig       ] [94/1823] Completed AMTB in 0.2s | 4.08 sym/s | Total: 23.0s | ETA: 7.1m
[2025-10-11T14:08:16.734166] [INFO ] [sig       ] [95/1823] Forecasting AMTD...
[2025-10-11T14:08:16.734196] [INFO ] [sig       ] Generating forecast for: AMTD
[2025-10-11T14:08:16.734227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'.
[2025-10-11T14:08:16.742491] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMTD'.
[2025-10-11T14:08:16.742782] [INFO ] [FORECASTER] Starting predict_future for AMTD
[2025-10-11T14:08:16.767738] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:16.768430] [DEBUG] [LOCAL     ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt
[2025-10-11T14:08:16.768483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:16.768516] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:16.768543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:16.768600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:16.785385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:16.785970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:16.786055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:16.786088] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:16.816168] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:16.816258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:16.816293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:16.816321] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:16.819544] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-10-11T14:08:16.819828] [INFO ] [FORECASTER] Completed predict_future for AMTD
[2025-10-11T14:08:16.819963] [INFO ] [sig       ] AMTD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:16.960180] [INFO ] [LOCAL     ] Saved forecast: AMTD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AMTD.txt
[2025-10-11T14:08:16.960419] [INFO ] [sig       ] [95/1823] Completed AMTD in 0.2s | 4.09 sym/s | Total: 23.2s | ETA: 7.0m
[2025-10-11T14:08:16.960462] [INFO ] [sig       ] [96/1823] Forecasting AMTM...
[2025-10-11T14:08:16.960492] [INFO ] [sig       ] Generating forecast for: AMTM
[2025-10-11T14:08:16.960524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTM' from 'https://tdm.silogroup.org/data/derivative_storage/AMTM.csv'.
[2025-10-11T14:08:16.969985] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMTM'.
[2025-10-11T14:08:16.970273] [INFO ] [FORECASTER] Starting predict_future for AMTM
[2025-10-11T14:08:16.995040] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:16.995737] [DEBUG] [LOCAL     ] No optimal features file found for AMTM: ./output/feature-sets/AMTM.txt
[2025-10-11T14:08:16.995795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:16.995829] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:16.995857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:16.995915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:17.012781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:17.013319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:17.013402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:17.013436] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:17.045512] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:17.045587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:17.045623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:17.045683] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:17.048771] [DEBUG] [FORECASTER] AMTM: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-10-11T14:08:17.049022] [INFO ] [FORECASTER] Completed predict_future for AMTM
[2025-10-11T14:08:17.049155] [INFO ] [sig       ] AMTM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:17.188054] [INFO ] [LOCAL     ] Saved forecast: AMTM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AMTM.txt
[2025-10-11T14:08:17.188249] [INFO ] [sig       ] [96/1823] Completed AMTM in 0.2s | 4.09 sym/s | Total: 23.5s | ETA: 7.0m
[2025-10-11T14:08:17.188290] [INFO ] [sig       ] [97/1823] Forecasting AMWL...
[2025-10-11T14:08:17.188321] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-10-11T14:08:17.188352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-10-11T14:08:17.196554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMWL'.
[2025-10-11T14:08:17.201421] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-10-11T14:08:17.227610] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:17.228373] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-10-11T14:08:17.228431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:17.228492] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:17.228541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:17.228602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:17.245742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:17.246294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:17.246382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:17.246416] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:17.279635] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:17.279776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:17.279818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:17.279846] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:17.286389] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-10-11T14:08:17.286684] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-10-11T14:08:17.286831] [INFO ] [sig       ] AMWL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:17.425253] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AMWL.txt
[2025-10-11T14:08:17.425448] [INFO ] [sig       ] [97/1823] Completed AMWL in 0.2s | 4.09 sym/s | Total: 23.7s | ETA: 7.0m
[2025-10-11T14:08:17.425492] [INFO ] [sig       ] [98/1823] Forecasting AMX...
[2025-10-11T14:08:17.425522] [INFO ] [sig       ] Generating forecast for: AMX
[2025-10-11T14:08:17.425553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-10-11T14:08:17.434610] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AMX'.
[2025-10-11T14:08:17.434922] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-10-11T14:08:17.460337] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:17.461112] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-10-11T14:08:17.461166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:17.461199] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:17.461226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:17.461284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:17.478213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:17.478792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:17.478876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:17.478908] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:17.512136] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:17.512209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:17.512244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:17.512272] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:17.515242] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-10-11T14:08:17.515489] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-10-11T14:08:17.515625] [INFO ] [sig       ] AMX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:17.656384] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AMX.txt
[2025-10-11T14:08:17.656585] [INFO ] [sig       ] [98/1823] Completed AMX in 0.2s | 4.09 sym/s | Total: 23.9s | ETA: 7.0m
[2025-10-11T14:08:17.656681] [INFO ] [sig       ] [99/1823] Forecasting AN...
[2025-10-11T14:08:17.656730] [INFO ] [sig       ] Generating forecast for: AN
[2025-10-11T14:08:17.656764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-10-11T14:08:17.666488] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AN'.
[2025-10-11T14:08:17.666837] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-10-11T14:08:17.691633] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:17.692345] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-10-11T14:08:17.692399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:17.692431] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:17.692458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:17.692519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:17.709357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:17.709937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:17.710019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:17.710053] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:17.743374] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:17.743448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:17.743483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:17.743510] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:17.746532] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-10-11T14:08:17.746838] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-10-11T14:08:17.746974] [INFO ] [sig       ] AN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:17.886338] [INFO ] [LOCAL     ] Saved forecast: AN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AN.txt
[2025-10-11T14:08:17.886535] [INFO ] [sig       ] [99/1823] Completed AN in 0.2s | 4.10 sym/s | Total: 24.2s | ETA: 7.0m
[2025-10-11T14:08:17.886578] [INFO ] [sig       ] [100/1823] Forecasting ANET...
[2025-10-11T14:08:17.886659] [INFO ] [sig       ] Generating forecast for: ANET
[2025-10-11T14:08:17.886718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'.
[2025-10-11T14:08:17.895460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ANET'.
[2025-10-11T14:08:17.895765] [INFO ] [FORECASTER] Starting predict_future for ANET
[2025-10-11T14:08:17.920860] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:17.921549] [DEBUG] [LOCAL     ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt
[2025-10-11T14:08:17.921603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:17.921638] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:17.921711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:17.921773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:17.940361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:17.941052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:17.941139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:17.941172] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:17.973349] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:17.973421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:17.973456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:17.973485] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:17.976578] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-10-11T14:08:17.976879] [INFO ] [FORECASTER] Completed predict_future for ANET
[2025-10-11T14:08:17.977018] [INFO ] [sig       ] ANET: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:18.116179] [INFO ] [LOCAL     ] Saved forecast: ANET	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ANET.txt
[2025-10-11T14:08:18.116391] [INFO ] [sig       ] [100/1823] Completed ANET in 0.2s | 4.10 sym/s | Total: 24.4s | ETA: 7.0m
[2025-10-11T14:08:18.116435] [INFO ] [sig       ] [101/1823] Forecasting ANF...
[2025-10-11T14:08:18.116464] [INFO ] [sig       ] Generating forecast for: ANF
[2025-10-11T14:08:18.116497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-10-11T14:08:18.126351] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ANF'.
[2025-10-11T14:08:18.126760] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-10-11T14:08:18.152370] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:18.153139] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-10-11T14:08:18.153195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:18.153230] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:18.153259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:18.153318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:18.170264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:18.170870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:18.170961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:18.170996] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:18.206487] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:18.206581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:18.206677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:18.206731] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:18.209845] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-10-11T14:08:18.210109] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-10-11T14:08:18.210256] [INFO ] [sig       ] ANF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:18.351396] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ANF.txt
[2025-10-11T14:08:18.351682] [INFO ] [sig       ] [101/1823] Completed ANF in 0.2s | 4.10 sym/s | Total: 24.6s | ETA: 7.0m
[2025-10-11T14:08:18.351744] [INFO ] [sig       ] [102/1823] Forecasting ANRO...
[2025-10-11T14:08:18.351778] [INFO ] [sig       ] Generating forecast for: ANRO
[2025-10-11T14:08:18.351812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANRO' from 'https://tdm.silogroup.org/data/derivative_storage/ANRO.csv'.
[2025-10-11T14:08:18.360872] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ANRO'.
[2025-10-11T14:08:18.361185] [INFO ] [FORECASTER] Starting predict_future for ANRO
[2025-10-11T14:08:18.386421] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:18.387179] [DEBUG] [LOCAL     ] No optimal features file found for ANRO: ./output/feature-sets/ANRO.txt
[2025-10-11T14:08:18.387236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:18.387271] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:18.387300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:18.387359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:18.404903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:18.405549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:18.405639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:18.405714] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:18.443466] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:18.443707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:18.443771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:18.443803] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:18.447630] [DEBUG] [FORECASTER] ANRO: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2025-10-11T14:08:18.447964] [INFO ] [FORECASTER] Completed predict_future for ANRO
[2025-10-11T14:08:18.448121] [INFO ] [sig       ] ANRO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:18.589315] [INFO ] [LOCAL     ] Saved forecast: ANRO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ANRO.txt
[2025-10-11T14:08:18.589626] [INFO ] [sig       ] [102/1823] Completed ANRO in 0.2s | 4.10 sym/s | Total: 24.9s | ETA: 7.0m
[2025-10-11T14:08:18.589718] [INFO ] [sig       ] [103/1823] Forecasting ANVS...
[2025-10-11T14:08:18.589757] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-10-11T14:08:18.589792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-10-11T14:08:18.598913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ANVS'.
[2025-10-11T14:08:18.599205] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-10-11T14:08:18.625337] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:18.626261] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-10-11T14:08:18.626318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:18.626353] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:18.626383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:18.626443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:18.644021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:18.644581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:18.644689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:18.644760] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:18.679881] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:18.679980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:18.680016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:18.680044] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:18.683186] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-10-11T14:08:18.683451] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-10-11T14:08:18.683592] [INFO ] [sig       ] ANVS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:18.825732] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ANVS.txt
[2025-10-11T14:08:18.826012] [INFO ] [sig       ] [103/1823] Completed ANVS in 0.2s | 4.10 sym/s | Total: 25.1s | ETA: 7.0m
[2025-10-11T14:08:18.826058] [INFO ] [sig       ] [104/1823] Forecasting AOD...
[2025-10-11T14:08:18.826089] [INFO ] [sig       ] Generating forecast for: AOD
[2025-10-11T14:08:18.826122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-10-11T14:08:18.834685] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AOD'.
[2025-10-11T14:08:18.834956] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-10-11T14:08:18.860091] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:18.860825] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-10-11T14:08:18.860880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:18.860926] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:18.860956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:18.861015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:18.877874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:18.878412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:18.878496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:18.878530] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:18.912173] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:18.912251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:18.912287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:18.912316] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:18.915358] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-10-11T14:08:18.915610] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-10-11T14:08:18.915774] [INFO ] [sig       ] AOD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:19.053519] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AOD.txt
[2025-10-11T14:08:19.053737] [INFO ] [sig       ] [104/1823] Completed AOD in 0.2s | 4.10 sym/s | Total: 25.3s | ETA: 7.0m
[2025-10-11T14:08:19.053798] [INFO ] [sig       ] [105/1823] Forecasting AON...
[2025-10-11T14:08:19.053831] [INFO ] [sig       ] Generating forecast for: AON
[2025-10-11T14:08:19.053862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-10-11T14:08:19.062773] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AON'.
[2025-10-11T14:08:19.063056] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-10-11T14:08:19.087911] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:19.088594] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-10-11T14:08:19.088670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:19.088723] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:19.088755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:19.088815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:19.105905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:19.106445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:19.106528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:19.106561] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:19.139440] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:19.139517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:19.139553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:19.139580] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:19.142590] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-10-11T14:08:19.142867] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-10-11T14:08:19.142999] [INFO ] [sig       ] AON: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:19.281180] [INFO ] [LOCAL     ] Saved forecast: AON	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AON.txt
[2025-10-11T14:08:19.281365] [INFO ] [sig       ] [105/1823] Completed AON in 0.2s | 4.11 sym/s | Total: 25.6s | ETA: 7.0m
[2025-10-11T14:08:19.281407] [INFO ] [sig       ] [106/1823] Forecasting AORT...
[2025-10-11T14:08:19.281437] [INFO ] [sig       ] Generating forecast for: AORT
[2025-10-11T14:08:19.281468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'.
[2025-10-11T14:08:19.291991] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AORT'.
[2025-10-11T14:08:19.292259] [INFO ] [FORECASTER] Starting predict_future for AORT
[2025-10-11T14:08:19.317020] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:19.317733] [DEBUG] [LOCAL     ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt
[2025-10-11T14:08:19.317789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:19.317823] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:19.317852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:19.317909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:19.334593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:19.335204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:19.335289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:19.335323] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:19.366943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:19.367018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:19.367054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:19.367082] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:19.370048] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2025-10-11T14:08:19.370296] [INFO ] [FORECASTER] Completed predict_future for AORT
[2025-10-11T14:08:19.370434] [INFO ] [sig       ] AORT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:19.507813] [INFO ] [LOCAL     ] Saved forecast: AORT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AORT.txt
[2025-10-11T14:08:19.508023] [INFO ] [sig       ] [106/1823] Completed AORT in 0.2s | 4.11 sym/s | Total: 25.8s | ETA: 7.0m
[2025-10-11T14:08:19.508064] [INFO ] [sig       ] [107/1823] Forecasting AOS...
[2025-10-11T14:08:19.508093] [INFO ] [sig       ] Generating forecast for: AOS
[2025-10-11T14:08:19.508124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-10-11T14:08:19.518940] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AOS'.
[2025-10-11T14:08:19.519290] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-10-11T14:08:19.544376] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:19.545189] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-10-11T14:08:19.545245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:19.545328] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:19.545366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:19.545425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:19.562200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:19.562784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:19.562873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:19.562906] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:19.599304] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:19.599432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:19.599471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:19.599499] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:19.602856] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-10-11T14:08:19.603137] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-10-11T14:08:19.603285] [INFO ] [sig       ] AOS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:19.743798] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AOS.txt
[2025-10-11T14:08:19.744097] [INFO ] [sig       ] [107/1823] Completed AOS in 0.2s | 4.11 sym/s | Total: 26.0s | ETA: 7.0m
[2025-10-11T14:08:19.744141] [INFO ] [sig       ] [108/1823] Forecasting AP...
[2025-10-11T14:08:19.744171] [INFO ] [sig       ] Generating forecast for: AP
[2025-10-11T14:08:19.744203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-10-11T14:08:19.753248] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AP'.
[2025-10-11T14:08:19.753523] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-10-11T14:08:19.778548] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:19.779279] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-10-11T14:08:19.779335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:19.779370] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:19.779400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:19.779460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:19.797478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:19.798078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:19.798167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:19.798202] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:19.834843] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:19.834932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:19.834968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:19.834996] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:19.838062] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=51.13%)
[2025-10-11T14:08:19.838317] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-10-11T14:08:19.838459] [INFO ] [sig       ] AP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:19.981176] [INFO ] [LOCAL     ] Saved forecast: AP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AP.txt
[2025-10-11T14:08:19.981468] [INFO ] [sig       ] [108/1823] Completed AP in 0.2s | 4.11 sym/s | Total: 26.3s | ETA: 7.0m
[2025-10-11T14:08:19.981512] [INFO ] [sig       ] [109/1823] Forecasting APAM...
[2025-10-11T14:08:19.981543] [INFO ] [sig       ] Generating forecast for: APAM
[2025-10-11T14:08:19.981575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-10-11T14:08:19.991920] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APAM'.
[2025-10-11T14:08:19.992313] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-10-11T14:08:20.018576] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:20.019397] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-10-11T14:08:20.019458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:20.019495] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:20.019525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:20.019584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:20.037210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:20.037860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:20.037954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:20.037991] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:20.074881] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:20.075074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:20.075145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:20.075178] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:20.079082] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=77.43%)
[2025-10-11T14:08:20.079385] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-10-11T14:08:20.079537] [INFO ] [sig       ] APAM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:20.225677] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/APAM.txt
[2025-10-11T14:08:20.226029] [INFO ] [sig       ] [109/1823] Completed APAM in 0.2s | 4.11 sym/s | Total: 26.5s | ETA: 6.9m
[2025-10-11T14:08:20.226078] [INFO ] [sig       ] [110/1823] Forecasting APD...
[2025-10-11T14:08:20.226111] [INFO ] [sig       ] Generating forecast for: APD
[2025-10-11T14:08:20.226145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-10-11T14:08:20.237186] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APD'.
[2025-10-11T14:08:20.237778] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-10-11T14:08:20.269063] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:20.270034] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-10-11T14:08:20.270091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:20.270128] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:20.270158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:20.270219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:20.293801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:20.295089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:20.295212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:20.295264] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:20.338959] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:20.339094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:20.339137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:20.339167] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:20.342837] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-10-11T14:08:20.343115] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-10-11T14:08:20.343257] [INFO ] [sig       ] APD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:20.481345] [INFO ] [LOCAL     ] Saved forecast: APD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/APD.txt
[2025-10-11T14:08:20.481554] [INFO ] [sig       ] [110/1823] Completed APD in 0.3s | 4.11 sym/s | Total: 26.8s | ETA: 6.9m
[2025-10-11T14:08:20.481596] [INFO ] [sig       ] [111/1823] Forecasting APG...
[2025-10-11T14:08:20.481627] [INFO ] [sig       ] Generating forecast for: APG
[2025-10-11T14:08:20.481694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-10-11T14:08:20.492549] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APG'.
[2025-10-11T14:08:20.492959] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-10-11T14:08:20.519415] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:20.520179] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-10-11T14:08:20.520238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:20.520273] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:20.520320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:20.520386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:20.538171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:20.538777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:20.538883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:20.538931] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:20.593467] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:20.593602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:20.593677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:20.593729] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:20.597452] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=79.34%)
[2025-10-11T14:08:20.597847] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-10-11T14:08:20.598025] [INFO ] [sig       ] APG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:20.746546] [INFO ] [LOCAL     ] Saved forecast: APG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/APG.txt
[2025-10-11T14:08:20.746913] [INFO ] [sig       ] [111/1823] Completed APG in 0.3s | 4.11 sym/s | Total: 27.0s | ETA: 6.9m
[2025-10-11T14:08:20.746973] [INFO ] [sig       ] [112/1823] Forecasting APLE...
[2025-10-11T14:08:20.747007] [INFO ] [sig       ] Generating forecast for: APLE
[2025-10-11T14:08:20.747042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-10-11T14:08:20.757739] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APLE'.
[2025-10-11T14:08:20.758069] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-10-11T14:08:20.783364] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:20.784114] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-10-11T14:08:20.784168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:20.784202] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:20.784230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:20.784286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:20.801195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:20.801866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:20.801966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:20.802002] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:20.844725] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:20.844826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:20.844870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:20.844937] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:20.848188] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-10-11T14:08:20.848452] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-10-11T14:08:20.848605] [INFO ] [sig       ] APLE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:20.996170] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/APLE.txt
[2025-10-11T14:08:20.996467] [INFO ] [sig       ] [112/1823] Completed APLE in 0.2s | 4.11 sym/s | Total: 27.3s | ETA: 6.9m
[2025-10-11T14:08:20.996513] [INFO ] [sig       ] [113/1823] Forecasting APO...
[2025-10-11T14:08:20.996544] [INFO ] [sig       ] Generating forecast for: APO
[2025-10-11T14:08:20.996579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-10-11T14:08:21.006444] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APO'.
[2025-10-11T14:08:21.006855] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-10-11T14:08:21.032576] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:21.033308] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-10-11T14:08:21.033363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:21.033398] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:21.033427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:21.033486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:21.050990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:21.051547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:21.051636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:21.051710] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:21.096936] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:21.097148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:21.097196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:21.097227] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:21.101204] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-10-11T14:08:21.101505] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-10-11T14:08:21.102084] [INFO ] [sig       ] APO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:21.246762] [INFO ] [LOCAL     ] Saved forecast: APO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/APO.txt
[2025-10-11T14:08:21.247106] [INFO ] [sig       ] [113/1823] Completed APO in 0.3s | 4.10 sym/s | Total: 27.5s | ETA: 6.9m
[2025-10-11T14:08:21.247155] [INFO ] [sig       ] [114/1823] Forecasting APOS...
[2025-10-11T14:08:21.247187] [INFO ] [sig       ] Generating forecast for: APOS
[2025-10-11T14:08:21.247222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-10-11T14:08:21.258880] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APOS'.
[2025-10-11T14:08:21.259442] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-10-11T14:08:21.286280] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:21.287179] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-10-11T14:08:21.287247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:21.287298] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:21.287329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:21.287389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:21.305101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:21.305806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:21.305901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:21.305935] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:21.348064] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:21.348144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:21.348179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:21.348208] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:21.351253] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2025-10-11T14:08:21.351504] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-10-11T14:08:21.351664] [INFO ] [sig       ] APOS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:21.492934] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/APOS.txt
[2025-10-11T14:08:21.493176] [INFO ] [sig       ] [114/1823] Completed APOS in 0.2s | 4.10 sym/s | Total: 27.8s | ETA: 6.9m
[2025-10-11T14:08:21.493221] [INFO ] [sig       ] [115/1823] Forecasting APTV...
[2025-10-11T14:08:21.493251] [INFO ] [sig       ] Generating forecast for: APTV
[2025-10-11T14:08:21.493284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APTV' from 'https://tdm.silogroup.org/data/derivative_storage/APTV.csv'.
[2025-10-11T14:08:21.502855] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APTV'.
[2025-10-11T14:08:21.503183] [INFO ] [FORECASTER] Starting predict_future for APTV
[2025-10-11T14:08:21.528954] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:21.529740] [DEBUG] [LOCAL     ] No optimal features file found for APTV: ./output/feature-sets/APTV.txt
[2025-10-11T14:08:21.529795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:21.529829] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:21.529856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:21.529918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:21.547155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:21.548100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:21.548191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:21.548226] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:21.590459] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:21.590634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:21.590719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:21.590756] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:21.594265] [DEBUG] [FORECASTER] APTV: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-10-11T14:08:21.594540] [INFO ] [FORECASTER] Completed predict_future for APTV
[2025-10-11T14:08:21.594710] [INFO ] [sig       ] APTV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:21.737090] [INFO ] [LOCAL     ] Saved forecast: APTV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/APTV.txt
[2025-10-11T14:08:21.737306] [INFO ] [sig       ] [115/1823] Completed APTV in 0.2s | 4.10 sym/s | Total: 28.0s | ETA: 6.9m
[2025-10-11T14:08:21.737348] [INFO ] [sig       ] [116/1823] Forecasting AQNB...
[2025-10-11T14:08:21.737378] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-10-11T14:08:21.737410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-10-11T14:08:21.746412] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AQNB'.
[2025-10-11T14:08:21.746717] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-10-11T14:08:21.771529] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:21.772276] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-10-11T14:08:21.772331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:21.772365] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:21.772393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:21.772451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:21.790068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:21.790633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:21.790741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:21.790779] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:21.831600] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:21.831727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:21.831794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:21.831825] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:21.834971] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-10-11T14:08:21.835230] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-10-11T14:08:21.835365] [INFO ] [sig       ] AQNB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:22.001278] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AQNB.txt
[2025-10-11T14:08:22.001566] [INFO ] [sig       ] [116/1823] Completed AQNB in 0.3s | 4.10 sym/s | Total: 28.3s | ETA: 6.9m
[2025-10-11T14:08:22.001612] [INFO ] [sig       ] [117/1823] Forecasting AR...
[2025-10-11T14:08:22.001669] [INFO ] [sig       ] Generating forecast for: AR
[2025-10-11T14:08:22.001767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'.
[2025-10-11T14:08:22.011464] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AR'.
[2025-10-11T14:08:22.011934] [INFO ] [FORECASTER] Starting predict_future for AR
[2025-10-11T14:08:22.037620] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:22.038487] [DEBUG] [LOCAL     ] No optimal features file found for AR: ./output/feature-sets/AR.txt
[2025-10-11T14:08:22.038543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:22.038578] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:22.038606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:22.038685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:22.055952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:22.056912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:22.057001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:22.057037] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:22.100190] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:22.100379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:22.100422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:22.100452] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:22.104216] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-10-11T14:08:22.104489] [INFO ] [FORECASTER] Completed predict_future for AR
[2025-10-11T14:08:22.104627] [INFO ] [sig       ] AR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:22.245580] [INFO ] [LOCAL     ] Saved forecast: AR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AR.txt
[2025-10-11T14:08:22.245808] [INFO ] [sig       ] [117/1823] Completed AR in 0.2s | 4.10 sym/s | Total: 28.5s | ETA: 6.9m
[2025-10-11T14:08:22.245867] [INFO ] [sig       ] [118/1823] Forecasting ARDC...
[2025-10-11T14:08:22.245901] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-10-11T14:08:22.245935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-10-11T14:08:22.256248] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARDC'.
[2025-10-11T14:08:22.256689] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-10-11T14:08:22.281710] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:22.282425] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-10-11T14:08:22.282480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:22.282514] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:22.282557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:22.282617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:22.299386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:22.299970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:22.300052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:22.300085] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:22.341089] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:22.341205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:22.341242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:22.341270] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:22.344491] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=83.46%)
[2025-10-11T14:08:22.344802] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-10-11T14:08:22.344952] [INFO ] [sig       ] ARDC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:22.484369] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ARDC.txt
[2025-10-11T14:08:22.484598] [INFO ] [sig       ] [118/1823] Completed ARDC in 0.2s | 4.10 sym/s | Total: 28.8s | ETA: 6.9m
[2025-10-11T14:08:22.484663] [INFO ] [sig       ] [119/1823] Forecasting ARDT...
[2025-10-11T14:08:22.484719] [INFO ] [sig       ] Generating forecast for: ARDT
[2025-10-11T14:08:22.484755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDT' from 'https://tdm.silogroup.org/data/derivative_storage/ARDT.csv'.
[2025-10-11T14:08:22.494745] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARDT'.
[2025-10-11T14:08:22.495066] [INFO ] [FORECASTER] Starting predict_future for ARDT
[2025-10-11T14:08:22.519957] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:22.520698] [DEBUG] [LOCAL     ] No optimal features file found for ARDT: ./output/feature-sets/ARDT.txt
[2025-10-11T14:08:22.520757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:22.520791] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:22.520819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:22.520876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:22.537764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:22.538333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:22.538418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:22.538451] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:22.582911] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:22.583029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:22.583067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:22.583096] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:22.586349] [DEBUG] [FORECASTER] ARDT: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-10-11T14:08:22.586629] [INFO ] [FORECASTER] Completed predict_future for ARDT
[2025-10-11T14:08:22.586809] [INFO ] [sig       ] ARDT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:22.728590] [INFO ] [LOCAL     ] Saved forecast: ARDT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ARDT.txt
[2025-10-11T14:08:22.728892] [INFO ] [sig       ] [119/1823] Completed ARDT in 0.2s | 4.10 sym/s | Total: 29.0s | ETA: 6.9m
[2025-10-11T14:08:22.728945] [INFO ] [sig       ] [120/1823] Forecasting ARE...
[2025-10-11T14:08:22.728976] [INFO ] [sig       ] Generating forecast for: ARE
[2025-10-11T14:08:22.729007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-10-11T14:08:22.738726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARE'.
[2025-10-11T14:08:22.739036] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-10-11T14:08:22.763595] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:22.764421] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-10-11T14:08:22.764512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:22.764552] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:22.764580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:22.764636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:22.781526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:22.782102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:22.782182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:22.782216] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:22.824677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:22.824797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:22.824848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:22.824879] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:22.827985] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2025-10-11T14:08:22.828240] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-10-11T14:08:22.828377] [INFO ] [sig       ] ARE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:22.966189] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ARE.txt
[2025-10-11T14:08:22.966409] [INFO ] [sig       ] [120/1823] Completed ARE in 0.2s | 4.10 sym/s | Total: 29.3s | ETA: 6.9m
[2025-10-11T14:08:22.966451] [INFO ] [sig       ] [121/1823] Forecasting ARES...
[2025-10-11T14:08:22.966481] [INFO ] [sig       ] Generating forecast for: ARES
[2025-10-11T14:08:22.966513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-10-11T14:08:22.976331] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARES'.
[2025-10-11T14:08:22.976667] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-10-11T14:08:23.001282] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:23.001995] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-10-11T14:08:23.002050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:23.002084] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:23.002112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:23.002169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:23.018974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:23.019505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:23.019589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:23.019621] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:23.062271] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:23.062362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:23.062398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:23.062426] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:23.065559] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=61.14%)
[2025-10-11T14:08:23.065850] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-10-11T14:08:23.065994] [INFO ] [sig       ] ARES: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:23.204674] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ARES.txt
[2025-10-11T14:08:23.204908] [INFO ] [sig       ] [121/1823] Completed ARES in 0.2s | 4.10 sym/s | Total: 29.5s | ETA: 6.9m
[2025-10-11T14:08:23.204953] [INFO ] [sig       ] [122/1823] Forecasting ARI...
[2025-10-11T14:08:23.204984] [INFO ] [sig       ] Generating forecast for: ARI
[2025-10-11T14:08:23.205016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-10-11T14:08:23.215461] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARI'.
[2025-10-11T14:08:23.215754] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-10-11T14:08:23.240284] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:23.241006] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-10-11T14:08:23.241061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:23.241094] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:23.241121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:23.241178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:23.257946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:23.258477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:23.258559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:23.258592] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:23.296178] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:23.296266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:23.296301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:23.296328] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:23.299433] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-10-11T14:08:23.299717] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-10-11T14:08:23.299863] [INFO ] [sig       ] ARI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:23.438290] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ARI.txt
[2025-10-11T14:08:23.438493] [INFO ] [sig       ] [122/1823] Completed ARI in 0.2s | 4.10 sym/s | Total: 29.7s | ETA: 6.9m
[2025-10-11T14:08:23.438536] [INFO ] [sig       ] [123/1823] Forecasting ARIS...
[2025-10-11T14:08:23.438566] [INFO ] [sig       ] Generating forecast for: ARIS
[2025-10-11T14:08:23.438597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARIS' from 'https://tdm.silogroup.org/data/derivative_storage/ARIS.csv'.
[2025-10-11T14:08:23.449393] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARIS'.
[2025-10-11T14:08:23.449707] [INFO ] [FORECASTER] Starting predict_future for ARIS
[2025-10-11T14:08:23.474466] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:23.475190] [DEBUG] [LOCAL     ] No optimal features file found for ARIS: ./output/feature-sets/ARIS.txt
[2025-10-11T14:08:23.475244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:23.475278] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:23.475307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:23.475364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:23.495377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:23.496035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:23.496152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:23.496191] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:23.534441] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:23.534557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:23.534610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:23.534662] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:23.537911] [DEBUG] [FORECASTER] ARIS: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-10-11T14:08:23.538176] [INFO ] [FORECASTER] Completed predict_future for ARIS
[2025-10-11T14:08:23.538312] [INFO ] [sig       ] ARIS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:23.676953] [INFO ] [LOCAL     ] Saved forecast: ARIS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ARIS.txt
[2025-10-11T14:08:23.677183] [INFO ] [sig       ] [123/1823] Completed ARIS in 0.2s | 4.11 sym/s | Total: 30.0s | ETA: 6.9m
[2025-10-11T14:08:23.677228] [INFO ] [sig       ] [124/1823] Forecasting ARMK...
[2025-10-11T14:08:23.677260] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-10-11T14:08:23.677294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-10-11T14:08:23.687451] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARMK'.
[2025-10-11T14:08:23.687775] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-10-11T14:08:23.712429] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:23.713216] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-10-11T14:08:23.713271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:23.713304] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:23.713332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:23.713389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:23.730217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:23.730797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:23.730880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:23.730914] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:23.769524] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:23.769627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:23.769701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:23.769742] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:23.772913] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=29.88%)
[2025-10-11T14:08:23.773172] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-10-11T14:08:23.773308] [INFO ] [sig       ] ARMK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:23.912549] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ARMK.txt
[2025-10-11T14:08:23.912789] [INFO ] [sig       ] [124/1823] Completed ARMK in 0.2s | 4.11 sym/s | Total: 30.2s | ETA: 6.9m
[2025-10-11T14:08:23.912850] [INFO ] [sig       ] [125/1823] Forecasting AROC...
[2025-10-11T14:08:23.912884] [INFO ] [sig       ] Generating forecast for: AROC
[2025-10-11T14:08:23.912916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-10-11T14:08:23.922455] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AROC'.
[2025-10-11T14:08:23.922762] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-10-11T14:08:23.947497] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:23.948221] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-10-11T14:08:23.948275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:23.948308] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:23.948352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:23.948410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:23.965173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:23.965739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:23.965825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:23.965858] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:24.002426] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:24.002530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:24.002567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:24.002595] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:24.005762] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-10-11T14:08:24.006024] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-10-11T14:08:24.006166] [INFO ] [sig       ] AROC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:24.144960] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AROC.txt
[2025-10-11T14:08:24.145205] [INFO ] [sig       ] [125/1823] Completed AROC in 0.2s | 4.11 sym/s | Total: 30.4s | ETA: 6.9m
[2025-10-11T14:08:24.145249] [INFO ] [sig       ] [126/1823] Forecasting ARR...
[2025-10-11T14:08:24.145280] [INFO ] [sig       ] Generating forecast for: ARR
[2025-10-11T14:08:24.145311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'.
[2025-10-11T14:08:24.154713] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARR'.
[2025-10-11T14:08:24.155049] [INFO ] [FORECASTER] Starting predict_future for ARR
[2025-10-11T14:08:24.179983] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:24.180741] [DEBUG] [LOCAL     ] No optimal features file found for ARR: ./output/feature-sets/ARR.txt
[2025-10-11T14:08:24.180798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:24.180833] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:24.180861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:24.180918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:24.197745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:24.198307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:24.198388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:24.198421] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:24.236793] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:24.236925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:24.236963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:24.236992] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:24.240728] [DEBUG] [FORECASTER] ARR: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-10-11T14:08:24.240998] [INFO ] [FORECASTER] Completed predict_future for ARR
[2025-10-11T14:08:24.241137] [INFO ] [sig       ] ARR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:24.383527] [INFO ] [LOCAL     ] Saved forecast: ARR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ARR.txt
[2025-10-11T14:08:24.383776] [INFO ] [sig       ] [126/1823] Completed ARR in 0.2s | 4.11 sym/s | Total: 30.7s | ETA: 6.9m
[2025-10-11T14:08:24.383838] [INFO ] [sig       ] [127/1823] Forecasting ARW...
[2025-10-11T14:08:24.383871] [INFO ] [sig       ] Generating forecast for: ARW
[2025-10-11T14:08:24.383905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'.
[2025-10-11T14:08:24.394253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARW'.
[2025-10-11T14:08:24.394558] [INFO ] [FORECASTER] Starting predict_future for ARW
[2025-10-11T14:08:24.419248] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:24.420008] [DEBUG] [LOCAL     ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt
[2025-10-11T14:08:24.420066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:24.420101] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:24.420128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:24.420184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:24.437174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:24.437822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:24.437903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:24.437935] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:24.480387] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:24.480583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:24.480629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:24.480697] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:24.484422] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-10-11T14:08:24.484740] [INFO ] [FORECASTER] Completed predict_future for ARW
[2025-10-11T14:08:24.484906] [INFO ] [sig       ] ARW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:24.623947] [INFO ] [LOCAL     ] Saved forecast: ARW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ARW.txt
[2025-10-11T14:08:24.624204] [INFO ] [sig       ] [127/1823] Completed ARW in 0.2s | 4.11 sym/s | Total: 30.9s | ETA: 6.9m
[2025-10-11T14:08:24.624246] [INFO ] [sig       ] [128/1823] Forecasting ASA...
[2025-10-11T14:08:24.624276] [INFO ] [sig       ] Generating forecast for: ASA
[2025-10-11T14:08:24.624309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-10-11T14:08:24.633888] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASA'.
[2025-10-11T14:08:24.634151] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-10-11T14:08:24.659007] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:24.659750] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-10-11T14:08:24.659808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:24.659842] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:24.659870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:24.659926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:24.677010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:24.677545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:24.677629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:24.677698] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:24.714234] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:24.714315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:24.714353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:24.714381] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:24.717431] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-10-11T14:08:24.717710] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-10-11T14:08:24.717859] [INFO ] [sig       ] ASA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:24.856847] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASA.txt
[2025-10-11T14:08:24.857057] [INFO ] [sig       ] [128/1823] Completed ASA in 0.2s | 4.11 sym/s | Total: 31.1s | ETA: 6.9m
[2025-10-11T14:08:24.857101] [INFO ] [sig       ] [129/1823] Forecasting ASAN...
[2025-10-11T14:08:24.857131] [INFO ] [sig       ] Generating forecast for: ASAN
[2025-10-11T14:08:24.857161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'.
[2025-10-11T14:08:24.866292] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASAN'.
[2025-10-11T14:08:24.866553] [INFO ] [FORECASTER] Starting predict_future for ASAN
[2025-10-11T14:08:24.891234] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:24.891960] [DEBUG] [LOCAL     ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt
[2025-10-11T14:08:24.892013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:24.892046] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:24.892073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:24.892130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:24.909195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:24.909772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:24.909853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:24.909886] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:24.943203] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:24.943286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:24.943322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:24.943350] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:24.946439] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-10-11T14:08:24.946760] [INFO ] [FORECASTER] Completed predict_future for ASAN
[2025-10-11T14:08:24.946910] [INFO ] [sig       ] ASAN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:25.088766] [INFO ] [LOCAL     ] Saved forecast: ASAN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASAN.txt
[2025-10-11T14:08:25.088993] [INFO ] [sig       ] [129/1823] Completed ASAN in 0.2s | 4.11 sym/s | Total: 31.4s | ETA: 6.9m
[2025-10-11T14:08:25.089077] [INFO ] [sig       ] [130/1823] Forecasting ASB...
[2025-10-11T14:08:25.089116] [INFO ] [sig       ] Generating forecast for: ASB
[2025-10-11T14:08:25.089149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-10-11T14:08:25.097553] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASB'.
[2025-10-11T14:08:25.097836] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-10-11T14:08:25.122534] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:25.123252] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-10-11T14:08:25.123310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:25.123344] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:25.123372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:25.123428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:25.140454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:25.141031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:25.141114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:25.141147] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:25.186176] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:25.186262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:25.186316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:25.186346] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:25.189430] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-10-11T14:08:25.189712] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-10-11T14:08:25.189858] [INFO ] [sig       ] ASB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:25.328391] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASB.txt
[2025-10-11T14:08:25.328720] [INFO ] [sig       ] [130/1823] Completed ASB in 0.2s | 4.11 sym/s | Total: 31.6s | ETA: 6.9m
[2025-10-11T14:08:25.328784] [INFO ] [sig       ] [131/1823] Forecasting ASBA...
[2025-10-11T14:08:25.328818] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-10-11T14:08:25.328851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-10-11T14:08:25.337760] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASBA'.
[2025-10-11T14:08:25.338110] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-10-11T14:08:25.363136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:25.363887] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-10-11T14:08:25.363941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:25.363974] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:25.364002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:25.364059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:25.380889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:25.381420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:25.381504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:25.381538] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:25.414076] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:25.414185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:25.414222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:25.414251] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:25.417490] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-10-11T14:08:25.417792] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-10-11T14:08:25.417936] [INFO ] [sig       ] ASBA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:25.561094] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASBA.txt
[2025-10-11T14:08:25.561343] [INFO ] [sig       ] [131/1823] Completed ASBA in 0.2s | 4.11 sym/s | Total: 31.8s | ETA: 6.9m
[2025-10-11T14:08:25.561390] [INFO ] [sig       ] [132/1823] Forecasting ASC...
[2025-10-11T14:08:25.561421] [INFO ] [sig       ] Generating forecast for: ASC
[2025-10-11T14:08:25.561455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-10-11T14:08:25.570301] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASC'.
[2025-10-11T14:08:25.570584] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-10-11T14:08:25.596018] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:25.596879] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-10-11T14:08:25.597422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:25.597474] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:25.597508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:25.597617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:25.616132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:25.616783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:25.616868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:25.616903] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:25.653694] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:25.653772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:25.653808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:25.653836] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:25.656924] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-10-11T14:08:25.657172] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-10-11T14:08:25.657309] [INFO ] [sig       ] ASC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:25.803303] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ASC.txt
[2025-10-11T14:08:25.803539] [INFO ] [sig       ] [132/1823] Completed ASC in 0.2s | 4.11 sym/s | Total: 32.1s | ETA: 6.9m
[2025-10-11T14:08:25.803581] [INFO ] [sig       ] [133/1823] Forecasting ASG...
[2025-10-11T14:08:25.803612] [INFO ] [sig       ] Generating forecast for: ASG
[2025-10-11T14:08:25.803666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-10-11T14:08:25.813101] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASG'.
[2025-10-11T14:08:25.813428] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-10-11T14:08:25.838384] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:25.839101] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-10-11T14:08:25.839155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:25.839189] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:25.839217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:25.839274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:25.856097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:25.856736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:25.856822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:25.856856] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:25.891721] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:25.891851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:25.891891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:25.891919] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:25.895221] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=31.90%)
[2025-10-11T14:08:25.895487] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-10-11T14:08:25.895624] [INFO ] [sig       ] ASG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:26.037790] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASG.txt
[2025-10-11T14:08:26.038025] [INFO ] [sig       ] [133/1823] Completed ASG in 0.2s | 4.11 sym/s | Total: 32.3s | ETA: 6.8m
[2025-10-11T14:08:26.038069] [INFO ] [sig       ] [134/1823] Forecasting ASGI...
[2025-10-11T14:08:26.038099] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-10-11T14:08:26.038131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-10-11T14:08:26.050225] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASGI'.
[2025-10-11T14:08:26.050742] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-10-11T14:08:26.084508] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:26.085354] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-10-11T14:08:26.085411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:26.085446] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:26.085475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:26.085534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:26.102614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:26.103608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:26.103728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:26.103772] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:26.139405] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:26.139495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:26.139532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:26.139560] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:26.142686] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2025-10-11T14:08:26.142952] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-10-11T14:08:26.143087] [INFO ] [sig       ] ASGI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:26.282339] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASGI.txt
[2025-10-11T14:08:26.282547] [INFO ] [sig       ] [134/1823] Completed ASGI in 0.2s | 4.11 sym/s | Total: 32.6s | ETA: 6.8m
[2025-10-11T14:08:26.282589] [INFO ] [sig       ] [135/1823] Forecasting ASGN...
[2025-10-11T14:08:26.282619] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-10-11T14:08:26.282676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-10-11T14:08:26.291372] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASGN'.
[2025-10-11T14:08:26.291638] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-10-11T14:08:26.316326] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:26.317083] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-10-11T14:08:26.317138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:26.317171] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:26.317198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:26.317259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:26.334040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:26.334563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:26.334663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:26.334717] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:26.363853] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:26.363932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:26.363967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:26.363994] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:26.366988] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-10-11T14:08:26.367239] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-10-11T14:08:26.367366] [INFO ] [sig       ] ASGN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:26.585718] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASGN.txt
[2025-10-11T14:08:26.585921] [INFO ] [sig       ] [135/1823] Completed ASGN in 0.3s | 4.11 sym/s | Total: 32.9s | ETA: 6.9m
[2025-10-11T14:08:26.585966] [INFO ] [sig       ] [136/1823] Forecasting ASH...
[2025-10-11T14:08:26.585997] [INFO ] [sig       ] Generating forecast for: ASH
[2025-10-11T14:08:26.586029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-10-11T14:08:26.596118] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASH'.
[2025-10-11T14:08:26.596403] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-10-11T14:08:26.621335] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:26.622126] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-10-11T14:08:26.622181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:26.622216] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:26.622246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:26.622350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:26.639696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:26.640243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:26.640321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:26.640355] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:26.671068] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:26.671154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:26.671190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:26.671219] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:26.674261] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-10-11T14:08:26.674516] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-10-11T14:08:26.674661] [INFO ] [sig       ] ASH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:26.814103] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ASH.txt
[2025-10-11T14:08:26.814269] [INFO ] [sig       ] [136/1823] Completed ASH in 0.2s | 4.11 sym/s | Total: 33.1s | ETA: 6.8m
[2025-10-11T14:08:26.814311] [INFO ] [sig       ] [137/1823] Forecasting ASIX...
[2025-10-11T14:08:26.814342] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-10-11T14:08:26.814374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-10-11T14:08:26.823316] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASIX'.
[2025-10-11T14:08:26.823589] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-10-11T14:08:26.848334] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:26.849048] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-10-11T14:08:26.849104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:26.849138] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:26.849167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:26.849224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:26.866052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:26.866579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:26.866705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:26.866756] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:26.899311] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:26.899402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:26.899456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:26.899486] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:26.902637] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-10-11T14:08:26.902935] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-10-11T14:08:26.903065] [INFO ] [sig       ] ASIX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:27.041982] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASIX.txt
[2025-10-11T14:08:27.042153] [INFO ] [sig       ] [137/1823] Completed ASIX in 0.2s | 4.11 sym/s | Total: 33.3s | ETA: 6.8m
[2025-10-11T14:08:27.042196] [INFO ] [sig       ] [138/1823] Forecasting ASPN...
[2025-10-11T14:08:27.042227] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-10-11T14:08:27.042259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-10-11T14:08:27.052825] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASPN'.
[2025-10-11T14:08:27.053252] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-10-11T14:08:27.080769] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:27.081503] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-10-11T14:08:27.081560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:27.081596] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:27.081625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:27.081718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:27.099353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:27.099956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:27.100043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:27.100078] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:27.139891] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:27.140001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:27.140038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:27.140068] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:27.143264] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-10-11T14:08:27.143527] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-10-11T14:08:27.143704] [INFO ] [sig       ] ASPN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:27.288303] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASPN.txt
[2025-10-11T14:08:27.288517] [INFO ] [sig       ] [138/1823] Completed ASPN in 0.2s | 4.11 sym/s | Total: 33.6s | ETA: 6.8m
[2025-10-11T14:08:27.288561] [INFO ] [sig       ] [139/1823] Forecasting ASR...
[2025-10-11T14:08:27.288592] [INFO ] [sig       ] Generating forecast for: ASR
[2025-10-11T14:08:27.288626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'.
[2025-10-11T14:08:27.297986] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASR'.
[2025-10-11T14:08:27.298257] [INFO ] [FORECASTER] Starting predict_future for ASR
[2025-10-11T14:08:27.323021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:27.323766] [DEBUG] [LOCAL     ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt
[2025-10-11T14:08:27.323829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:27.323863] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:27.323891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:27.323961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:27.341255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:27.341890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:27.341973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:27.342007] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:27.380152] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:27.380305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:27.380383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:27.380414] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:27.384937] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: DOWN (p=41.09%)
[2025-10-11T14:08:27.385235] [INFO ] [FORECASTER] Completed predict_future for ASR
[2025-10-11T14:08:27.385372] [INFO ] [sig       ] ASR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:27.524942] [INFO ] [LOCAL     ] Saved forecast: ASR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ASR.txt
[2025-10-11T14:08:27.525139] [INFO ] [sig       ] [139/1823] Completed ASR in 0.2s | 4.11 sym/s | Total: 33.8s | ETA: 6.8m
[2025-10-11T14:08:27.525184] [INFO ] [sig       ] [140/1823] Forecasting ASX...
[2025-10-11T14:08:27.525216] [INFO ] [sig       ] Generating forecast for: ASX
[2025-10-11T14:08:27.525249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-10-11T14:08:27.534976] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ASX'.
[2025-10-11T14:08:27.535314] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-10-11T14:08:27.560357] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:27.561143] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-10-11T14:08:27.561198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:27.561232] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:27.561260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:27.561317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:27.586147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:27.587038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:27.587128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:27.587163] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:27.625040] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:27.625207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:27.625250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:27.625281] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:27.628884] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-10-11T14:08:27.629167] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-10-11T14:08:27.629305] [INFO ] [sig       ] ASX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:27.791320] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ASX.txt
[2025-10-11T14:08:27.791554] [INFO ] [sig       ] [140/1823] Completed ASX in 0.3s | 4.11 sym/s | Total: 34.1s | ETA: 6.8m
[2025-10-11T14:08:27.791599] [INFO ] [sig       ] [141/1823] Forecasting ATEN...
[2025-10-11T14:08:27.791631] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-10-11T14:08:27.791704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-10-11T14:08:27.800965] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATEN'.
[2025-10-11T14:08:27.801385] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-10-11T14:08:27.826776] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:27.827496] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-10-11T14:08:27.827554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:27.827588] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:27.827618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:27.827703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:27.845034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:27.845801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:27.845887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:27.845921] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:27.885952] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:27.886133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:27.886187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:27.886220] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:27.890231] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-10-11T14:08:27.890520] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-10-11T14:08:27.890689] [INFO ] [sig       ] ATEN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:28.041406] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ATEN.txt
[2025-10-11T14:08:28.041636] [INFO ] [sig       ] [141/1823] Completed ATEN in 0.2s | 4.11 sym/s | Total: 34.3s | ETA: 6.8m
[2025-10-11T14:08:28.041719] [INFO ] [sig       ] [142/1823] Forecasting ATGE...
[2025-10-11T14:08:28.041755] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-10-11T14:08:28.041789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-10-11T14:08:28.051593] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATGE'.
[2025-10-11T14:08:28.051962] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-10-11T14:08:28.078769] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:28.079598] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-10-11T14:08:28.079678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:28.079731] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:28.079763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:28.079822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:28.097608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:28.098205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:28.098292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:28.098327] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:28.139111] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:28.139261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:28.139302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:28.139331] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:28.142764] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-10-11T14:08:28.143032] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-10-11T14:08:28.143166] [INFO ] [sig       ] ATGE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:28.293733] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ATGE.txt
[2025-10-11T14:08:28.294020] [INFO ] [sig       ] [142/1823] Completed ATGE in 0.3s | 4.11 sym/s | Total: 34.6s | ETA: 6.8m
[2025-10-11T14:08:28.294071] [INFO ] [sig       ] [143/1823] Forecasting ATHM...
[2025-10-11T14:08:28.294104] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-10-11T14:08:28.294137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-10-11T14:08:28.303967] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATHM'.
[2025-10-11T14:08:28.304367] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-10-11T14:08:28.330151] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:28.331093] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-10-11T14:08:28.331154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:28.331190] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:28.331219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:28.331276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:28.348483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:28.349156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:28.349246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:28.349280] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:28.385765] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:28.385854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:28.385890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:28.385919] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:28.389039] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-10-11T14:08:28.389304] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-10-11T14:08:28.389484] [INFO ] [sig       ] ATHM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:28.531205] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ATHM.txt
[2025-10-11T14:08:28.531449] [INFO ] [sig       ] [143/1823] Completed ATHM in 0.2s | 4.11 sym/s | Total: 34.8s | ETA: 6.8m
[2025-10-11T14:08:28.531520] [INFO ] [sig       ] [144/1823] Forecasting ATHS...
[2025-10-11T14:08:28.531559] [INFO ] [sig       ] Generating forecast for: ATHS
[2025-10-11T14:08:28.531593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHS' from 'https://tdm.silogroup.org/data/derivative_storage/ATHS.csv'.
[2025-10-11T14:08:28.540463] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATHS'.
[2025-10-11T14:08:28.540769] [INFO ] [FORECASTER] Starting predict_future for ATHS
[2025-10-11T14:08:28.565940] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:28.566689] [DEBUG] [LOCAL     ] No optimal features file found for ATHS: ./output/feature-sets/ATHS.txt
[2025-10-11T14:08:28.566746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:28.566780] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:28.566808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:28.566869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:28.583990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:28.584534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:28.584619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:28.584698] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:28.623898] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:28.623982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:28.624038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:28.624067] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:28.627167] [DEBUG] [FORECASTER] ATHS: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-10-11T14:08:28.627421] [INFO ] [FORECASTER] Completed predict_future for ATHS
[2025-10-11T14:08:28.627554] [INFO ] [sig       ] ATHS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:28.773195] [INFO ] [LOCAL     ] Saved forecast: ATHS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ATHS.txt
[2025-10-11T14:08:28.773394] [INFO ] [sig       ] [144/1823] Completed ATHS in 0.2s | 4.11 sym/s | Total: 35.1s | ETA: 6.8m
[2025-10-11T14:08:28.773437] [INFO ] [sig       ] [145/1823] Forecasting ATI...
[2025-10-11T14:08:28.773468] [INFO ] [sig       ] Generating forecast for: ATI
[2025-10-11T14:08:28.773500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-10-11T14:08:28.782093] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATI'.
[2025-10-11T14:08:28.782362] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-10-11T14:08:28.807799] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:28.808565] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-10-11T14:08:28.808621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:28.808690] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:28.808736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:28.808797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:28.826264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:28.826881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:28.826966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:28.827009] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:28.863667] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:28.863747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:28.863800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:28.863860] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:28.866935] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-10-11T14:08:28.867194] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-10-11T14:08:28.867332] [INFO ] [sig       ] ATI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:29.007996] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ATI.txt
[2025-10-11T14:08:29.008204] [INFO ] [sig       ] [145/1823] Completed ATI in 0.2s | 4.11 sym/s | Total: 35.3s | ETA: 6.8m
[2025-10-11T14:08:29.008246] [INFO ] [sig       ] [146/1823] Forecasting ATMU...
[2025-10-11T14:08:29.008276] [INFO ] [sig       ] Generating forecast for: ATMU
[2025-10-11T14:08:29.008308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'.
[2025-10-11T14:08:29.018285] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATMU'.
[2025-10-11T14:08:29.018596] [INFO ] [FORECASTER] Starting predict_future for ATMU
[2025-10-11T14:08:29.044027] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:29.044737] [DEBUG] [LOCAL     ] No optimal features file found for ATMU: ./output/feature-sets/ATMU.txt
[2025-10-11T14:08:29.044792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:29.044826] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:29.044853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:29.044925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:29.062092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:29.062629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:29.062735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:29.062773] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:29.100199] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:29.100322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:29.100361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:29.100390] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:29.103669] [DEBUG] [FORECASTER] ATMU: Forecast T+1@11:T+2@11: UP (p=69.81%)
[2025-10-11T14:08:29.103938] [INFO ] [FORECASTER] Completed predict_future for ATMU
[2025-10-11T14:08:29.104118] [INFO ] [sig       ] ATMU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:29.244633] [INFO ] [LOCAL     ] Saved forecast: ATMU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ATMU.txt
[2025-10-11T14:08:29.244897] [INFO ] [sig       ] [146/1823] Completed ATMU in 0.2s | 4.11 sym/s | Total: 35.5s | ETA: 6.8m
[2025-10-11T14:08:29.244942] [INFO ] [sig       ] [147/1823] Forecasting ATO...
[2025-10-11T14:08:29.244972] [INFO ] [sig       ] Generating forecast for: ATO
[2025-10-11T14:08:29.245004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-10-11T14:08:29.253977] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATO'.
[2025-10-11T14:08:29.254241] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-10-11T14:08:29.279721] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:29.280413] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-10-11T14:08:29.280469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:29.280503] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:29.280531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:29.280589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:29.297772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:29.298301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:29.298382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:29.298416] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:29.337609] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:29.337723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:29.337768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:29.337799] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:29.340887] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=68.99%)
[2025-10-11T14:08:29.341171] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-10-11T14:08:29.341315] [INFO ] [sig       ] ATO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:29.495354] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ATO.txt
[2025-10-11T14:08:29.495801] [INFO ] [sig       ] [147/1823] Completed ATO in 0.3s | 4.11 sym/s | Total: 35.8s | ETA: 6.8m
[2025-10-11T14:08:29.495876] [INFO ] [sig       ] [148/1823] Forecasting ATR...
[2025-10-11T14:08:29.495933] [INFO ] [sig       ] Generating forecast for: ATR
[2025-10-11T14:08:29.495975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'.
[2025-10-11T14:08:29.509539] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATR'.
[2025-10-11T14:08:29.510077] [INFO ] [FORECASTER] Starting predict_future for ATR
[2025-10-11T14:08:29.536854] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:29.537610] [DEBUG] [LOCAL     ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt
[2025-10-11T14:08:29.537693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:29.537740] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:29.537771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:29.537831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:29.555533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:29.556187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:29.556341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:29.556395] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:29.594387] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:29.594538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:29.594581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:29.594613] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:29.598323] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: UP (p=52.14%)
[2025-10-11T14:08:29.598633] [INFO ] [FORECASTER] Completed predict_future for ATR
[2025-10-11T14:08:29.598818] [INFO ] [sig       ] ATR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:29.745378] [INFO ] [LOCAL     ] Saved forecast: ATR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ATR.txt
[2025-10-11T14:08:29.745745] [INFO ] [sig       ] [148/1823] Completed ATR in 0.2s | 4.11 sym/s | Total: 36.0s | ETA: 6.8m
[2025-10-11T14:08:29.745814] [INFO ] [sig       ] [149/1823] Forecasting ATS...
[2025-10-11T14:08:29.745872] [INFO ] [sig       ] Generating forecast for: ATS
[2025-10-11T14:08:29.745923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATS' from 'https://tdm.silogroup.org/data/derivative_storage/ATS.csv'.
[2025-10-11T14:08:29.755462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATS'.
[2025-10-11T14:08:29.755869] [INFO ] [FORECASTER] Starting predict_future for ATS
[2025-10-11T14:08:29.782060] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:29.782956] [DEBUG] [LOCAL     ] No optimal features file found for ATS: ./output/feature-sets/ATS.txt
[2025-10-11T14:08:29.783019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:29.783056] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:29.783201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:29.783297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:29.801909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:29.802608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:29.802751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:29.802825] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:29.841320] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:29.841451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:29.841490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:29.841519] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:29.844869] [DEBUG] [FORECASTER] ATS: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-10-11T14:08:29.845139] [INFO ] [FORECASTER] Completed predict_future for ATS
[2025-10-11T14:08:29.845276] [INFO ] [sig       ] ATS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:29.984076] [INFO ] [LOCAL     ] Saved forecast: ATS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ATS.txt
[2025-10-11T14:08:29.984329] [INFO ] [sig       ] [149/1823] Completed ATS in 0.2s | 4.11 sym/s | Total: 36.3s | ETA: 6.8m
[2025-10-11T14:08:29.984373] [INFO ] [sig       ] [150/1823] Forecasting ATUS...
[2025-10-11T14:08:29.984404] [INFO ] [sig       ] Generating forecast for: ATUS
[2025-10-11T14:08:29.984435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATUS' from 'https://tdm.silogroup.org/data/derivative_storage/ATUS.csv'.
[2025-10-11T14:08:29.993756] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ATUS'.
[2025-10-11T14:08:29.994066] [INFO ] [FORECASTER] Starting predict_future for ATUS
[2025-10-11T14:08:30.019019] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:30.019786] [DEBUG] [LOCAL     ] No optimal features file found for ATUS: ./output/feature-sets/ATUS.txt
[2025-10-11T14:08:30.019841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:30.019876] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:30.019905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:30.019963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:30.036898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:30.037437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:30.037518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:30.037552] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:30.075129] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:30.075274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:30.075314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:30.075342] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:30.078854] [DEBUG] [FORECASTER] ATUS: Forecast T+1@11:T+2@11: UP (p=61.48%)
[2025-10-11T14:08:30.079124] [INFO ] [FORECASTER] Completed predict_future for ATUS
[2025-10-11T14:08:30.079263] [INFO ] [sig       ] ATUS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:30.218663] [INFO ] [LOCAL     ] Saved forecast: ATUS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ATUS.txt
[2025-10-11T14:08:30.218895] [INFO ] [sig       ] [150/1823] Completed ATUS in 0.2s | 4.11 sym/s | Total: 36.5s | ETA: 6.8m
[2025-10-11T14:08:30.218947] [INFO ] [sig       ] [151/1823] Forecasting AU...
[2025-10-11T14:08:30.218978] [INFO ] [sig       ] Generating forecast for: AU
[2025-10-11T14:08:30.219011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'.
[2025-10-11T14:08:30.228372] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AU'.
[2025-10-11T14:08:30.228751] [INFO ] [FORECASTER] Starting predict_future for AU
[2025-10-11T14:08:30.253727] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:30.254440] [DEBUG] [LOCAL     ] No optimal features file found for AU: ./output/feature-sets/AU.txt
[2025-10-11T14:08:30.254493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:30.254527] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:30.254556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:30.254613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:30.271797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:30.272328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:30.272408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:30.272442] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:30.307155] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:30.307248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:30.307283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:30.307330] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:30.310380] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-10-11T14:08:30.310633] [INFO ] [FORECASTER] Completed predict_future for AU
[2025-10-11T14:08:30.310802] [INFO ] [sig       ] AU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:30.450984] [INFO ] [LOCAL     ] Saved forecast: AU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AU.txt
[2025-10-11T14:08:30.451208] [INFO ] [sig       ] [151/1823] Completed AU in 0.2s | 4.11 sym/s | Total: 36.7s | ETA: 6.8m
[2025-10-11T14:08:30.451250] [INFO ] [sig       ] [152/1823] Forecasting AUB...
[2025-10-11T14:08:30.451281] [INFO ] [sig       ] Generating forecast for: AUB
[2025-10-11T14:08:30.451313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-10-11T14:08:30.459921] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AUB'.
[2025-10-11T14:08:30.460209] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-10-11T14:08:30.485262] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:30.485990] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-10-11T14:08:30.486050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:30.486091] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:30.486125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:30.486194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:30.503108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:30.503633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:30.503740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:30.503777] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:30.538151] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:30.538267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:30.538302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:30.538333] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:30.542898] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-10-11T14:08:30.543163] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-10-11T14:08:30.543294] [INFO ] [sig       ] AUB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:30.683317] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AUB.txt
[2025-10-11T14:08:30.683548] [INFO ] [sig       ] [152/1823] Completed AUB in 0.2s | 4.11 sym/s | Total: 37.0s | ETA: 6.8m
[2025-10-11T14:08:30.683593] [INFO ] [sig       ] [153/1823] Forecasting AUNA...
[2025-10-11T14:08:30.683624] [INFO ] [sig       ] Generating forecast for: AUNA
[2025-10-11T14:08:30.683692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUNA' from 'https://tdm.silogroup.org/data/derivative_storage/AUNA.csv'.
[2025-10-11T14:08:30.692958] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AUNA'.
[2025-10-11T14:08:30.693291] [INFO ] [FORECASTER] Starting predict_future for AUNA
[2025-10-11T14:08:30.718077] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:30.718781] [DEBUG] [LOCAL     ] No optimal features file found for AUNA: ./output/feature-sets/AUNA.txt
[2025-10-11T14:08:30.718835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:30.718869] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:30.718897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:30.718955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:30.735822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:30.736348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:30.736430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:30.736463] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:30.771703] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:30.771778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:30.771814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:30.771842] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:30.774828] [DEBUG] [FORECASTER] AUNA: Forecast T+1@11:T+2@11: DOWN (p=47.38%)
[2025-10-11T14:08:30.775084] [INFO ] [FORECASTER] Completed predict_future for AUNA
[2025-10-11T14:08:30.775226] [INFO ] [sig       ] AUNA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:30.914068] [INFO ] [LOCAL     ] Saved forecast: AUNA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AUNA.txt
[2025-10-11T14:08:30.914274] [INFO ] [sig       ] [153/1823] Completed AUNA in 0.2s | 4.11 sym/s | Total: 37.2s | ETA: 6.8m
[2025-10-11T14:08:30.914317] [INFO ] [sig       ] [154/1823] Forecasting AVA...
[2025-10-11T14:08:30.914347] [INFO ] [sig       ] Generating forecast for: AVA
[2025-10-11T14:08:30.914378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-10-11T14:08:30.923261] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVA'.
[2025-10-11T14:08:30.923522] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-10-11T14:08:30.948385] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:30.949114] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-10-11T14:08:30.949168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:30.949202] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:30.949230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:30.949288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:30.966258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:30.966853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:30.966934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:30.966968] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:31.005614] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:31.005712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:31.005756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:31.005786] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:31.008898] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-10-11T14:08:31.009173] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-10-11T14:08:31.009328] [INFO ] [sig       ] AVA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:31.148287] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AVA.txt
[2025-10-11T14:08:31.148486] [INFO ] [sig       ] [154/1823] Completed AVA in 0.2s | 4.11 sym/s | Total: 37.4s | ETA: 6.8m
[2025-10-11T14:08:31.148527] [INFO ] [sig       ] [155/1823] Forecasting AVAL...
[2025-10-11T14:08:31.148557] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-10-11T14:08:31.148588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-10-11T14:08:31.157144] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVAL'.
[2025-10-11T14:08:31.157394] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-10-11T14:08:31.182303] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:31.183030] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-10-11T14:08:31.183083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:31.183117] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:31.183149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:31.183219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:31.200107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:31.200687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:31.200771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:31.200805] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:31.238548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:31.238622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:31.238691] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:31.238740] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:31.241800] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2025-10-11T14:08:31.242052] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-10-11T14:08:31.242592] [INFO ] [sig       ] AVAL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:31.381162] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AVAL.txt
[2025-10-11T14:08:31.381364] [INFO ] [sig       ] [155/1823] Completed AVAL in 0.2s | 4.12 sym/s | Total: 37.7s | ETA: 6.8m
[2025-10-11T14:08:31.381406] [INFO ] [sig       ] [156/1823] Forecasting AVB...
[2025-10-11T14:08:31.381436] [INFO ] [sig       ] Generating forecast for: AVB
[2025-10-11T14:08:31.381467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-10-11T14:08:31.391730] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVB'.
[2025-10-11T14:08:31.392009] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-10-11T14:08:31.416737] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:31.417464] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-10-11T14:08:31.417517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:31.417550] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:31.417577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:31.417632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:31.434485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:31.435058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:31.435157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:31.435199] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:31.480207] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:31.480302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:31.480356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:31.480387] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:31.483506] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-10-11T14:08:31.483803] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-10-11T14:08:31.483951] [INFO ] [sig       ] AVB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:31.622974] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AVB.txt
[2025-10-11T14:08:31.623244] [INFO ] [sig       ] [156/1823] Completed AVB in 0.2s | 4.12 sym/s | Total: 37.9s | ETA: 6.8m
[2025-10-11T14:08:31.623299] [INFO ] [sig       ] [157/1823] Forecasting AVD...
[2025-10-11T14:08:31.623331] [INFO ] [sig       ] Generating forecast for: AVD
[2025-10-11T14:08:31.623364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-10-11T14:08:31.632802] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVD'.
[2025-10-11T14:08:31.633185] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-10-11T14:08:31.658372] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:31.659161] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-10-11T14:08:31.659216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:31.659250] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:31.659285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:31.659343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:31.676242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:31.676839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:31.676921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:31.676955] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:31.713810] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:31.713967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:31.714009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:31.714039] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:31.717516] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-10-11T14:08:31.717827] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-10-11T14:08:31.717973] [INFO ] [sig       ] AVD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:31.857006] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AVD.txt
[2025-10-11T14:08:31.857200] [INFO ] [sig       ] [157/1823] Completed AVD in 0.2s | 4.12 sym/s | Total: 38.1s | ETA: 6.7m
[2025-10-11T14:08:31.857242] [INFO ] [sig       ] [158/1823] Forecasting AVK...
[2025-10-11T14:08:31.857272] [INFO ] [sig       ] Generating forecast for: AVK
[2025-10-11T14:08:31.857303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-10-11T14:08:31.867247] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVK'.
[2025-10-11T14:08:31.867527] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-10-11T14:08:31.892324] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:31.893041] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-10-11T14:08:31.893095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:31.893127] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:31.893154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:31.893211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:31.910462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:31.911033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:31.911115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:31.911149] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:31.945365] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:31.945440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:31.945475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:31.945522] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:31.948593] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-10-11T14:08:31.948875] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-10-11T14:08:31.949021] [INFO ] [sig       ] AVK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:32.088125] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AVK.txt
[2025-10-11T14:08:32.088315] [INFO ] [sig       ] [158/1823] Completed AVK in 0.2s | 4.12 sym/s | Total: 38.4s | ETA: 6.7m
[2025-10-11T14:08:32.088357] [INFO ] [sig       ] [159/1823] Forecasting AVNS...
[2025-10-11T14:08:32.088387] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-10-11T14:08:32.088466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-10-11T14:08:32.098624] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVNS'.
[2025-10-11T14:08:32.098931] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-10-11T14:08:32.123769] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:32.124482] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-10-11T14:08:32.124536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:32.124568] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:32.124596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:32.124674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:32.141499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:32.142072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:32.142154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:32.142188] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:32.180425] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:32.180510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:32.180545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:32.180574] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:32.183626] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=16.78%)
[2025-10-11T14:08:32.183910] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-10-11T14:08:32.184047] [INFO ] [sig       ] AVNS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:32.326369] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AVNS.txt
[2025-10-11T14:08:32.326636] [INFO ] [sig       ] [159/1823] Completed AVNS in 0.2s | 4.12 sym/s | Total: 38.6s | ETA: 6.7m
[2025-10-11T14:08:32.326721] [INFO ] [sig       ] [160/1823] Forecasting AVNT...
[2025-10-11T14:08:32.326755] [INFO ] [sig       ] Generating forecast for: AVNT
[2025-10-11T14:08:32.326787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'.
[2025-10-11T14:08:32.336474] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVNT'.
[2025-10-11T14:08:32.336912] [INFO ] [FORECASTER] Starting predict_future for AVNT
[2025-10-11T14:08:32.365083] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:32.366182] [DEBUG] [LOCAL     ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt
[2025-10-11T14:08:32.366247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:32.366290] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:32.366324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:32.366406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:32.391004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:32.392043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:32.392170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:32.392234] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:32.432532] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:32.432667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:32.432726] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:32.432759] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:32.436005] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-10-11T14:08:32.436273] [INFO ] [FORECASTER] Completed predict_future for AVNT
[2025-10-11T14:08:32.436415] [INFO ] [sig       ] AVNT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:32.575757] [INFO ] [LOCAL     ] Saved forecast: AVNT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AVNT.txt
[2025-10-11T14:08:32.575995] [INFO ] [sig       ] [160/1823] Completed AVNT in 0.2s | 4.12 sym/s | Total: 38.9s | ETA: 6.7m
[2025-10-11T14:08:32.576041] [INFO ] [sig       ] [161/1823] Forecasting AVTR...
[2025-10-11T14:08:32.576071] [INFO ] [sig       ] Generating forecast for: AVTR
[2025-10-11T14:08:32.576103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'.
[2025-10-11T14:08:32.586538] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVTR'.
[2025-10-11T14:08:32.586866] [INFO ] [FORECASTER] Starting predict_future for AVTR
[2025-10-11T14:08:32.611690] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:32.612398] [DEBUG] [LOCAL     ] No optimal features file found for AVTR: ./output/feature-sets/AVTR.txt
[2025-10-11T14:08:32.612453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:32.612488] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:32.612517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:32.612574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:32.629751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:32.630289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:32.630371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:32.630404] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:32.664125] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:32.664219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:32.664255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:32.664285] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:32.667399] [DEBUG] [FORECASTER] AVTR: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-10-11T14:08:32.667678] [INFO ] [FORECASTER] Completed predict_future for AVTR
[2025-10-11T14:08:32.667826] [INFO ] [sig       ] AVTR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:32.805911] [INFO ] [LOCAL     ] Saved forecast: AVTR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AVTR.txt
[2025-10-11T14:08:32.806107] [INFO ] [sig       ] [161/1823] Completed AVTR in 0.2s | 4.12 sym/s | Total: 39.1s | ETA: 6.7m
[2025-10-11T14:08:32.806150] [INFO ] [sig       ] [162/1823] Forecasting AWF...
[2025-10-11T14:08:32.806180] [INFO ] [sig       ] Generating forecast for: AWF
[2025-10-11T14:08:32.806212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-10-11T14:08:32.815343] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWF'.
[2025-10-11T14:08:32.815634] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-10-11T14:08:32.840611] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:32.841350] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-10-11T14:08:32.841404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:32.841439] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:32.841467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:32.841525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:32.858751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:32.859321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:32.859403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:32.859436] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:32.891952] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:32.892033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:32.892069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:32.892098] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:32.895111] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=68.18%)
[2025-10-11T14:08:32.895364] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-10-11T14:08:32.895499] [INFO ] [sig       ] AWF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:33.034216] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AWF.txt
[2025-10-11T14:08:33.034419] [INFO ] [sig       ] [162/1823] Completed AWF in 0.2s | 4.12 sym/s | Total: 39.3s | ETA: 6.7m
[2025-10-11T14:08:33.034463] [INFO ] [sig       ] [163/1823] Forecasting AWI...
[2025-10-11T14:08:33.034493] [INFO ] [sig       ] Generating forecast for: AWI
[2025-10-11T14:08:33.034525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-10-11T14:08:33.044262] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWI'.
[2025-10-11T14:08:33.044669] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-10-11T14:08:33.069758] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:33.070510] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-10-11T14:08:33.070566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:33.070600] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:33.070628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:33.070726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:33.087528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:33.088124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:33.088216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:33.088250] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:33.129180] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:33.129295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:33.129332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:33.129361] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:33.132591] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-10-11T14:08:33.132886] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-10-11T14:08:33.133030] [INFO ] [sig       ] AWI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:33.272188] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AWI.txt
[2025-10-11T14:08:33.272439] [INFO ] [sig       ] [163/1823] Completed AWI in 0.2s | 4.12 sym/s | Total: 39.6s | ETA: 6.7m
[2025-10-11T14:08:33.272490] [INFO ] [sig       ] [164/1823] Forecasting AWK...
[2025-10-11T14:08:33.272523] [INFO ] [sig       ] Generating forecast for: AWK
[2025-10-11T14:08:33.272555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-10-11T14:08:33.281887] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWK'.
[2025-10-11T14:08:33.282207] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-10-11T14:08:33.307128] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:33.307851] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-10-11T14:08:33.307904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:33.307937] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:33.307965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:33.308021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:33.324890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:33.325479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:33.325564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:33.325598] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:33.367589] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:33.368449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:33.368515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:33.368568] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:33.372259] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-10-11T14:08:33.372524] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-10-11T14:08:33.372706] [INFO ] [sig       ] AWK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:33.511884] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AWK.txt
[2025-10-11T14:08:33.512147] [INFO ] [sig       ] [164/1823] Completed AWK in 0.2s | 4.12 sym/s | Total: 39.8s | ETA: 6.7m
[2025-10-11T14:08:33.512209] [INFO ] [sig       ] [165/1823] Forecasting AWP...
[2025-10-11T14:08:33.512244] [INFO ] [sig       ] Generating forecast for: AWP
[2025-10-11T14:08:33.512276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-10-11T14:08:33.523351] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWP'.
[2025-10-11T14:08:33.523709] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-10-11T14:08:33.548637] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:33.549373] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-10-11T14:08:33.549433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:33.549467] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:33.549496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:33.549553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:33.566405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:33.567120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:33.567247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:33.567301] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:33.603779] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:33.603887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:33.603924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:33.603988] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:33.607233] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-10-11T14:08:33.607502] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-10-11T14:08:33.607669] [INFO ] [sig       ] AWP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:33.746472] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AWP.txt
[2025-10-11T14:08:33.746770] [INFO ] [sig       ] [165/1823] Completed AWP in 0.2s | 4.12 sym/s | Total: 40.0s | ETA: 6.7m
[2025-10-11T14:08:33.746833] [INFO ] [sig       ] [166/1823] Forecasting AWR...
[2025-10-11T14:08:33.746867] [INFO ] [sig       ] Generating forecast for: AWR
[2025-10-11T14:08:33.746899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'.
[2025-10-11T14:08:33.755613] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AWR'.
[2025-10-11T14:08:33.755944] [INFO ] [FORECASTER] Starting predict_future for AWR
[2025-10-11T14:08:33.780917] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:33.781617] [DEBUG] [LOCAL     ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt
[2025-10-11T14:08:33.781697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:33.781742] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:33.781772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:33.781830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:33.798562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:33.799214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:33.799299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:33.799334] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:33.835210] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:33.835378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:33.835420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:33.835450] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:33.839077] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: UP (p=76.51%)
[2025-10-11T14:08:33.839395] [INFO ] [FORECASTER] Completed predict_future for AWR
[2025-10-11T14:08:33.839544] [INFO ] [sig       ] AWR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:33.981991] [INFO ] [LOCAL     ] Saved forecast: AWR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AWR.txt
[2025-10-11T14:08:33.982236] [INFO ] [sig       ] [166/1823] Completed AWR in 0.2s | 4.12 sym/s | Total: 40.3s | ETA: 6.7m
[2025-10-11T14:08:33.982280] [INFO ] [sig       ] [167/1823] Forecasting AX...
[2025-10-11T14:08:33.982311] [INFO ] [sig       ] Generating forecast for: AX
[2025-10-11T14:08:33.982344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'.
[2025-10-11T14:08:33.992269] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AX'.
[2025-10-11T14:08:33.992715] [INFO ] [FORECASTER] Starting predict_future for AX
[2025-10-11T14:08:34.018002] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:34.018736] [DEBUG] [LOCAL     ] No optimal features file found for AX: ./output/feature-sets/AX.txt
[2025-10-11T14:08:34.018792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:34.018826] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:34.018854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:34.018911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:34.035769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:34.036345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:34.036434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:34.036468] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:34.073684] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:34.073791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:34.073829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:34.073858] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:34.077065] [DEBUG] [FORECASTER] AX: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-10-11T14:08:34.077330] [INFO ] [FORECASTER] Completed predict_future for AX
[2025-10-11T14:08:34.077468] [INFO ] [sig       ] AX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:34.215733] [INFO ] [LOCAL     ] Saved forecast: AX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AX.txt
[2025-10-11T14:08:34.215982] [INFO ] [sig       ] [167/1823] Completed AX in 0.2s | 4.12 sym/s | Total: 40.5s | ETA: 6.7m
[2025-10-11T14:08:34.216028] [INFO ] [sig       ] [168/1823] Forecasting AXL...
[2025-10-11T14:08:34.216058] [INFO ] [sig       ] Generating forecast for: AXL
[2025-10-11T14:08:34.216090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-10-11T14:08:34.225184] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXL'.
[2025-10-11T14:08:34.225500] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-10-11T14:08:34.250420] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:34.251163] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-10-11T14:08:34.251218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:34.251251] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:34.251279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:34.251335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:34.268137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:34.268725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:34.268812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:34.268847] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:34.306001] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:34.306128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:34.306166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:34.306229] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:34.311334] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-10-11T14:08:34.311872] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-10-11T14:08:34.312024] [INFO ] [sig       ] AXL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:34.455185] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AXL.txt
[2025-10-11T14:08:34.455473] [INFO ] [sig       ] [168/1823] Completed AXL in 0.2s | 4.12 sym/s | Total: 40.7s | ETA: 6.7m
[2025-10-11T14:08:34.455535] [INFO ] [sig       ] [169/1823] Forecasting AXP...
[2025-10-11T14:08:34.455569] [INFO ] [sig       ] Generating forecast for: AXP
[2025-10-11T14:08:34.455620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-10-11T14:08:34.465839] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXP'.
[2025-10-11T14:08:34.466238] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-10-11T14:08:34.491779] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:34.492511] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-10-11T14:08:34.492565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:34.492597] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:34.492625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:34.492719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:34.509772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:34.510312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:34.510420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:34.510475] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:34.548157] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:34.548267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:34.548304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:34.548332] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:34.551550] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-10-11T14:08:34.551860] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-10-11T14:08:34.552009] [INFO ] [sig       ] AXP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:34.691199] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AXP.txt
[2025-10-11T14:08:34.691424] [INFO ] [sig       ] [169/1823] Completed AXP in 0.2s | 4.12 sym/s | Total: 41.0s | ETA: 6.7m
[2025-10-11T14:08:34.691468] [INFO ] [sig       ] [170/1823] Forecasting AXS...
[2025-10-11T14:08:34.691500] [INFO ] [sig       ] Generating forecast for: AXS
[2025-10-11T14:08:34.691532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-10-11T14:08:34.702328] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXS'.
[2025-10-11T14:08:34.702634] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-10-11T14:08:34.727672] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:34.728416] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-10-11T14:08:34.728470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:34.728504] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:34.728532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:34.728593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:34.745419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:34.746010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:34.746095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:34.746129] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:34.783206] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:34.783312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:34.783349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:34.783378] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:34.786529] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-10-11T14:08:34.786849] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-10-11T14:08:34.786991] [INFO ] [sig       ] AXS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:34.925793] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AXS.txt
[2025-10-11T14:08:34.926018] [INFO ] [sig       ] [170/1823] Completed AXS in 0.2s | 4.13 sym/s | Total: 41.2s | ETA: 6.7m
[2025-10-11T14:08:34.926062] [INFO ] [sig       ] [171/1823] Forecasting AXTA...
[2025-10-11T14:08:34.926100] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-10-11T14:08:34.926133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-10-11T14:08:34.934946] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXTA'.
[2025-10-11T14:08:34.935254] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-10-11T14:08:34.961274] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:34.962120] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-10-11T14:08:34.962179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:34.962214] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:34.962242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:34.962301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:34.979361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:34.980308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:34.980399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:34.980432] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:35.020113] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:35.020301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:35.020344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:35.020374] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:35.024009] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=41.36%)
[2025-10-11T14:08:35.024307] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-10-11T14:08:35.024448] [INFO ] [sig       ] AXTA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:35.164850] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AXTA.txt
[2025-10-11T14:08:35.165076] [INFO ] [sig       ] [171/1823] Completed AXTA in 0.2s | 4.13 sym/s | Total: 41.5s | ETA: 6.7m
[2025-10-11T14:08:35.165163] [INFO ] [sig       ] [172/1823] Forecasting AYI...
[2025-10-11T14:08:35.165203] [INFO ] [sig       ] Generating forecast for: AYI
[2025-10-11T14:08:35.165236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-10-11T14:08:35.173882] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'AYI'.
[2025-10-11T14:08:35.174204] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-10-11T14:08:35.199269] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:35.200023] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-10-11T14:08:35.200078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:35.200112] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:35.200140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:35.200197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:35.217072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:35.217613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:35.217720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:35.217763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:35.257276] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:35.257387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:35.257423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:35.257452] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:35.260725] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-10-11T14:08:35.260996] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-10-11T14:08:35.261132] [INFO ] [sig       ] AYI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:35.399602] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AYI.txt
[2025-10-11T14:08:35.399865] [INFO ] [sig       ] [172/1823] Completed AYI in 0.2s | 4.13 sym/s | Total: 41.7s | ETA: 6.7m
[2025-10-11T14:08:35.399916] [INFO ] [sig       ] [173/1823] Forecasting AZO...
[2025-10-11T14:08:35.399948] [INFO ] [sig       ] Generating forecast for: AZO
[2025-10-11T14:08:35.399981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-10-11T14:08:35.408129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AZO'.
[2025-10-11T14:08:35.408439] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-10-11T14:08:35.437597] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:35.438387] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-10-11T14:08:35.438445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:35.438481] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:35.438509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:35.438566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:35.455436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:35.456165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:35.456258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:35.456312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:35.501059] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:35.501173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:35.501210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:35.501238] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:35.504513] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-10-11T14:08:35.504819] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-10-11T14:08:35.504963] [INFO ] [sig       ] AZO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:35.643463] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/AZO.txt
[2025-10-11T14:08:35.643734] [INFO ] [sig       ] [173/1823] Completed AZO in 0.2s | 4.13 sym/s | Total: 41.9s | ETA: 6.7m
[2025-10-11T14:08:35.643796] [INFO ] [sig       ] [174/1823] Forecasting AZZ...
[2025-10-11T14:08:35.643830] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-10-11T14:08:35.643861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-10-11T14:08:35.652884] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AZZ'.
[2025-10-11T14:08:35.653196] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-10-11T14:08:35.678021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:35.678763] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-10-11T14:08:35.678821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:35.678856] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:35.678883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:35.678940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:35.695906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:35.696517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:35.696633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:35.696719] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:35.740475] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:35.740613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:35.740680] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:35.740730] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:35.744046] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-10-11T14:08:35.744315] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-10-11T14:08:35.744453] [INFO ] [sig       ] AZZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:35.882701] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/AZZ.txt
[2025-10-11T14:08:35.882920] [INFO ] [sig       ] [174/1823] Completed AZZ in 0.2s | 4.13 sym/s | Total: 42.2s | ETA: 6.7m
[2025-10-11T14:08:35.882963] [INFO ] [sig       ] [175/1823] Forecasting BA...
[2025-10-11T14:08:35.882995] [INFO ] [sig       ] Generating forecast for: BA
[2025-10-11T14:08:35.883028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-10-11T14:08:35.891693] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BA'.
[2025-10-11T14:08:35.892008] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-10-11T14:08:35.916819] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:35.917518] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-10-11T14:08:35.917578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:35.917612] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:35.917660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:35.917745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:35.934565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:35.935145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:35.935228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:35.935262] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:35.981406] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:35.981513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:35.981551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:35.981579] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:35.984790] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-10-11T14:08:35.985054] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-10-11T14:08:35.985191] [INFO ] [sig       ] BA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:36.124329] [INFO ] [LOCAL     ] Saved forecast: BA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BA.txt
[2025-10-11T14:08:36.124624] [INFO ] [sig       ] [175/1823] Completed BA in 0.2s | 4.13 sym/s | Total: 42.4s | ETA: 6.7m
[2025-10-11T14:08:36.124709] [INFO ] [sig       ] [176/1823] Forecasting BABA...
[2025-10-11T14:08:36.124753] [INFO ] [sig       ] Generating forecast for: BABA
[2025-10-11T14:08:36.124786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-10-11T14:08:36.135941] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BABA'.
[2025-10-11T14:08:36.136433] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-10-11T14:08:36.163489] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:36.164363] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-10-11T14:08:36.164444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:36.164483] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:36.164514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:36.164575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:36.182392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:36.183200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:36.183292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:36.183329] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:36.220416] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:36.220522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:36.220562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:36.220593] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:36.223874] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=77.27%)
[2025-10-11T14:08:36.224155] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-10-11T14:08:36.224300] [INFO ] [sig       ] BABA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:36.368067] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BABA.txt
[2025-10-11T14:08:36.368329] [INFO ] [sig       ] [176/1823] Completed BABA in 0.2s | 4.13 sym/s | Total: 42.7s | ETA: 6.7m
[2025-10-11T14:08:36.368375] [INFO ] [sig       ] [177/1823] Forecasting BAC...
[2025-10-11T14:08:36.368406] [INFO ] [sig       ] Generating forecast for: BAC
[2025-10-11T14:08:36.368439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-10-11T14:08:36.379280] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAC'.
[2025-10-11T14:08:36.379707] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-10-11T14:08:36.409227] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:36.410292] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-10-11T14:08:36.410352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:36.410388] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:36.410425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:36.410528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:36.429839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:36.430456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:36.430545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:36.430581] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:36.479860] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:36.480049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:36.480139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:36.480194] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:36.484631] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-10-11T14:08:36.485050] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-10-11T14:08:36.485279] [INFO ] [sig       ] BAC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:36.648554] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BAC.txt
[2025-10-11T14:08:36.648880] [INFO ] [sig       ] [177/1823] Completed BAC in 0.3s | 4.12 sym/s | Total: 42.9s | ETA: 6.7m
[2025-10-11T14:08:36.648945] [INFO ] [sig       ] [178/1823] Forecasting BAH...
[2025-10-11T14:08:36.648978] [INFO ] [sig       ] Generating forecast for: BAH
[2025-10-11T14:08:36.649022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-10-11T14:08:36.660588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAH'.
[2025-10-11T14:08:36.661010] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-10-11T14:08:36.687904] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:36.688718] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-10-11T14:08:36.688778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:36.688814] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:36.688842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:36.688954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:36.706982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:36.707636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:36.707776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:36.707832] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:36.745631] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:36.745779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:36.745821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:36.745850] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:36.749290] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=31.49%)
[2025-10-11T14:08:36.749562] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-10-11T14:08:36.749738] [INFO ] [sig       ] BAH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:36.902579] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BAH.txt
[2025-10-11T14:08:36.902905] [INFO ] [sig       ] [178/1823] Completed BAH in 0.3s | 4.12 sym/s | Total: 43.2s | ETA: 6.7m
[2025-10-11T14:08:36.902971] [INFO ] [sig       ] [179/1823] Forecasting BALL...
[2025-10-11T14:08:36.903006] [INFO ] [sig       ] Generating forecast for: BALL
[2025-10-11T14:08:36.903040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-10-11T14:08:36.912695] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BALL'.
[2025-10-11T14:08:36.913030] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-10-11T14:08:36.940064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:36.940878] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-10-11T14:08:36.940934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:36.940969] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:36.940997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:36.941056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:36.959443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:36.960114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:36.960206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:36.960244] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:36.998932] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:36.999078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:36.999119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:36.999149] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:37.002790] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-10-11T14:08:37.003164] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-10-11T14:08:37.003329] [INFO ] [sig       ] BALL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:37.153633] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BALL.txt
[2025-10-11T14:08:37.153959] [INFO ] [sig       ] [179/1823] Completed BALL in 0.3s | 4.12 sym/s | Total: 43.4s | ETA: 6.6m
[2025-10-11T14:08:37.154009] [INFO ] [sig       ] [180/1823] Forecasting BAM...
[2025-10-11T14:08:37.154041] [INFO ] [sig       ] Generating forecast for: BAM
[2025-10-11T14:08:37.154074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-10-11T14:08:37.163095] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAM'.
[2025-10-11T14:08:37.163373] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-10-11T14:08:37.188488] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:37.189257] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-10-11T14:08:37.189316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:37.189352] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:37.189381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:37.189438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:37.206760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:37.207333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:37.207417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:37.207452] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:37.239380] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:37.239477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:37.239513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:37.239542] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:37.242680] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-10-11T14:08:37.242943] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-10-11T14:08:37.243077] [INFO ] [sig       ] BAM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:37.387675] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BAM.txt
[2025-10-11T14:08:37.387938] [INFO ] [sig       ] [180/1823] Completed BAM in 0.2s | 4.12 sym/s | Total: 43.7s | ETA: 6.6m
[2025-10-11T14:08:37.387998] [INFO ] [sig       ] [181/1823] Forecasting BANC...
[2025-10-11T14:08:37.388032] [INFO ] [sig       ] Generating forecast for: BANC
[2025-10-11T14:08:37.388075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-10-11T14:08:37.400073] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BANC'.
[2025-10-11T14:08:37.400473] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-10-11T14:08:37.427176] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:37.427979] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-10-11T14:08:37.428040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:37.428076] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:37.428104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:37.428163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:37.446157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:37.446843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:37.446960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:37.447014] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:37.486854] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:37.486962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:37.487034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:37.487065] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:37.492522] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-10-11T14:08:37.492959] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-10-11T14:08:37.493168] [INFO ] [sig       ] BANC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:37.639393] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BANC.txt
[2025-10-11T14:08:37.639616] [INFO ] [sig       ] [181/1823] Completed BANC in 0.3s | 4.12 sym/s | Total: 43.9s | ETA: 6.6m
[2025-10-11T14:08:37.639689] [INFO ] [sig       ] [182/1823] Forecasting BAP...
[2025-10-11T14:08:37.639735] [INFO ] [sig       ] Generating forecast for: BAP
[2025-10-11T14:08:37.639769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-10-11T14:08:37.648981] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAP'.
[2025-10-11T14:08:37.649264] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-10-11T14:08:37.674202] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:37.674987] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-10-11T14:08:37.675042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:37.675077] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:37.675106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:37.675164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:37.692233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:37.692891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:37.692980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:37.693013] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:37.729303] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:37.729444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:37.729485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:37.729514] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:37.733019] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-10-11T14:08:37.733292] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-10-11T14:08:37.733435] [INFO ] [sig       ] BAP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:37.872483] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BAP.txt
[2025-10-11T14:08:37.872713] [INFO ] [sig       ] [182/1823] Completed BAP in 0.2s | 4.12 sym/s | Total: 44.2s | ETA: 6.6m
[2025-10-11T14:08:37.872774] [INFO ] [sig       ] [183/1823] Forecasting BARK...
[2025-10-11T14:08:37.872808] [INFO ] [sig       ] Generating forecast for: BARK
[2025-10-11T14:08:37.872841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'.
[2025-10-11T14:08:37.881960] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BARK'.
[2025-10-11T14:08:37.882247] [INFO ] [FORECASTER] Starting predict_future for BARK
[2025-10-11T14:08:37.907994] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:37.908787] [DEBUG] [LOCAL     ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt
[2025-10-11T14:08:37.908863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:37.908899] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:37.908927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:37.908983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:37.925953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:37.926498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:37.926581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:37.926663] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:37.963383] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:37.963487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:37.963523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:37.963551] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:37.966745] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: UP (p=87.09%)
[2025-10-11T14:08:37.967035] [INFO ] [FORECASTER] Completed predict_future for BARK
[2025-10-11T14:08:37.967183] [INFO ] [sig       ] BARK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:38.109000] [INFO ] [LOCAL     ] Saved forecast: BARK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BARK.txt
[2025-10-11T14:08:38.109257] [INFO ] [sig       ] [183/1823] Completed BARK in 0.2s | 4.12 sym/s | Total: 44.4s | ETA: 6.6m
[2025-10-11T14:08:38.109301] [INFO ] [sig       ] [184/1823] Forecasting BAX...
[2025-10-11T14:08:38.109332] [INFO ] [sig       ] Generating forecast for: BAX
[2025-10-11T14:08:38.109365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-10-11T14:08:38.119707] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BAX'.
[2025-10-11T14:08:38.120043] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-10-11T14:08:38.144976] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:38.145708] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-10-11T14:08:38.145764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:38.145798] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:38.145827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:38.145885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:38.163150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:38.163877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:38.163962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:38.163996] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:38.201496] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:38.201623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:38.201695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:38.201738] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:38.205012] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-10-11T14:08:38.205278] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-10-11T14:08:38.205412] [INFO ] [sig       ] BAX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:38.345854] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BAX.txt
[2025-10-11T14:08:38.346123] [INFO ] [sig       ] [184/1823] Completed BAX in 0.2s | 4.12 sym/s | Total: 44.6s | ETA: 6.6m
[2025-10-11T14:08:38.346173] [INFO ] [sig       ] [185/1823] Forecasting BB...
[2025-10-11T14:08:38.346206] [INFO ] [sig       ] Generating forecast for: BB
[2025-10-11T14:08:38.346247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-10-11T14:08:38.355422] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BB'.
[2025-10-11T14:08:38.355778] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-10-11T14:08:38.380906] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:38.381716] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-10-11T14:08:38.381772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:38.381807] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:38.381835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:38.381892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:38.400121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:38.400772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:38.400856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:38.400889] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:38.440007] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:38.440150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:38.440190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:38.440220] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:38.443612] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-10-11T14:08:38.443917] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-10-11T14:08:38.444059] [INFO ] [sig       ] BB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:38.633842] [INFO ] [LOCAL     ] Saved forecast: BB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BB.txt
[2025-10-11T14:08:38.634175] [INFO ] [sig       ] [185/1823] Completed BB in 0.3s | 4.12 sym/s | Total: 44.9s | ETA: 6.6m
[2025-10-11T14:08:38.634240] [INFO ] [sig       ] [186/1823] Forecasting BBAI...
[2025-10-11T14:08:38.634277] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-10-11T14:08:38.634325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-10-11T14:08:38.645702] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBAI'.
[2025-10-11T14:08:38.646101] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-10-11T14:08:38.678063] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:38.679126] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-10-11T14:08:38.679191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:38.679239] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:38.679293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:38.679356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:38.700171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:38.700907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:38.700998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:38.701033] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:38.746239] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:38.746405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:38.746449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:38.746480] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:38.750783] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=26.39%)
[2025-10-11T14:08:38.751087] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-10-11T14:08:38.751231] [INFO ] [sig       ] BBAI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:38.923459] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BBAI.txt
[2025-10-11T14:08:38.923741] [INFO ] [sig       ] [186/1823] Completed BBAI in 0.3s | 4.11 sym/s | Total: 45.2s | ETA: 6.6m
[2025-10-11T14:08:38.923805] [INFO ] [sig       ] [187/1823] Forecasting BBAR...
[2025-10-11T14:08:38.923840] [INFO ] [sig       ] Generating forecast for: BBAR
[2025-10-11T14:08:38.923875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'.
[2025-10-11T14:08:38.934157] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBAR'.
[2025-10-11T14:08:38.934504] [INFO ] [FORECASTER] Starting predict_future for BBAR
[2025-10-11T14:08:38.960607] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:38.961462] [DEBUG] [LOCAL     ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt
[2025-10-11T14:08:38.961519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:38.961556] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:38.961587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:38.961668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:38.979415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:38.980027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:38.980115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:38.980149] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:39.018556] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:39.018747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:39.018801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:39.018832] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:39.022309] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-10-11T14:08:39.022587] [INFO ] [FORECASTER] Completed predict_future for BBAR
[2025-10-11T14:08:39.022758] [INFO ] [sig       ] BBAR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:39.167513] [INFO ] [LOCAL     ] Saved forecast: BBAR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BBAR.txt
[2025-10-11T14:08:39.167845] [INFO ] [sig       ] [187/1823] Completed BBAR in 0.2s | 4.11 sym/s | Total: 45.5s | ETA: 6.6m
[2025-10-11T14:08:39.167913] [INFO ] [sig       ] [188/1823] Forecasting BBD...
[2025-10-11T14:08:39.167950] [INFO ] [sig       ] Generating forecast for: BBD
[2025-10-11T14:08:39.167984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-10-11T14:08:39.178483] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBD'.
[2025-10-11T14:08:39.178991] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-10-11T14:08:39.206224] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:39.207228] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-10-11T14:08:39.207287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:39.207322] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:39.207350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:39.207407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:39.225624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:39.226590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:39.226730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:39.226796] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:39.262291] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:39.262369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:39.262405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:39.262434] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:39.265468] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-10-11T14:08:39.265765] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-10-11T14:08:39.265907] [INFO ] [sig       ] BBD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:39.409474] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BBD.txt
[2025-10-11T14:08:39.409737] [INFO ] [sig       ] [188/1823] Completed BBD in 0.2s | 4.11 sym/s | Total: 45.7s | ETA: 6.6m
[2025-10-11T14:08:39.409798] [INFO ] [sig       ] [189/1823] Forecasting BBDC...
[2025-10-11T14:08:39.409832] [INFO ] [sig       ] Generating forecast for: BBDC
[2025-10-11T14:08:39.409864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'.
[2025-10-11T14:08:39.420253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBDC'.
[2025-10-11T14:08:39.420522] [INFO ] [FORECASTER] Starting predict_future for BBDC
[2025-10-11T14:08:39.445535] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:39.446243] [DEBUG] [LOCAL     ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt
[2025-10-11T14:08:39.446297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:39.446331] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:39.446360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:39.446417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:39.463588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:39.464175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:39.464265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:39.464306] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:39.499712] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:39.499835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:39.499874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:39.499904] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:39.503123] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: UP (p=80.01%)
[2025-10-11T14:08:39.503382] [INFO ] [FORECASTER] Completed predict_future for BBDC
[2025-10-11T14:08:39.503515] [INFO ] [sig       ] BBDC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:39.643531] [INFO ] [LOCAL     ] Saved forecast: BBDC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BBDC.txt
[2025-10-11T14:08:39.643740] [INFO ] [sig       ] [189/1823] Completed BBDC in 0.2s | 4.12 sym/s | Total: 45.9s | ETA: 6.6m
[2025-10-11T14:08:39.643800] [INFO ] [sig       ] [190/1823] Forecasting BBDO...
[2025-10-11T14:08:39.643834] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-10-11T14:08:39.643866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-10-11T14:08:39.652426] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBDO'.
[2025-10-11T14:08:39.652720] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-10-11T14:08:39.677417] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:39.678130] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-10-11T14:08:39.678212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:39.678248] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:39.678277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:39.678338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:39.695558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:39.696122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:39.696201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:39.696234] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:39.731321] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:39.731401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:39.731437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:39.731465] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:39.734494] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-10-11T14:08:39.734786] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-10-11T14:08:39.734925] [INFO ] [sig       ] BBDO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:39.875446] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BBDO.txt
[2025-10-11T14:08:39.875625] [INFO ] [sig       ] [190/1823] Completed BBDO in 0.2s | 4.12 sym/s | Total: 46.2s | ETA: 6.6m
[2025-10-11T14:08:39.875699] [INFO ] [sig       ] [191/1823] Forecasting BBN...
[2025-10-11T14:08:39.875741] [INFO ] [sig       ] Generating forecast for: BBN
[2025-10-11T14:08:39.875774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-10-11T14:08:39.884983] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBN'.
[2025-10-11T14:08:39.885243] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-10-11T14:08:39.910571] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:39.911267] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-10-11T14:08:39.911322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:39.911355] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:39.911428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:39.911496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:39.928553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:39.929141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:39.929220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:39.929254] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:39.972477] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:39.972559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:39.972595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:39.972624] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:39.975743] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=66.82%)
[2025-10-11T14:08:39.975998] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-10-11T14:08:39.976137] [INFO ] [sig       ] BBN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:40.120431] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BBN.txt
[2025-10-11T14:08:40.120745] [INFO ] [sig       ] [191/1823] Completed BBN in 0.2s | 4.12 sym/s | Total: 46.4s | ETA: 6.6m
[2025-10-11T14:08:40.120822] [INFO ] [sig       ] [192/1823] Forecasting BBU...
[2025-10-11T14:08:40.120885] [INFO ] [sig       ] Generating forecast for: BBU
[2025-10-11T14:08:40.120952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'.
[2025-10-11T14:08:40.132887] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBU'.
[2025-10-11T14:08:40.133294] [INFO ] [FORECASTER] Starting predict_future for BBU
[2025-10-11T14:08:40.159755] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:40.160441] [DEBUG] [LOCAL     ] No optimal features file found for BBU: ./output/feature-sets/BBU.txt
[2025-10-11T14:08:40.160496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:40.160529] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:40.160556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:40.160623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:40.177592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:40.178265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:40.178365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:40.178417] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:40.216764] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:40.216907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:40.216946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:40.216975] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:40.220207] [DEBUG] [FORECASTER] BBU: Forecast T+1@11:T+2@11: UP (p=79.34%)
[2025-10-11T14:08:40.220482] [INFO ] [FORECASTER] Completed predict_future for BBU
[2025-10-11T14:08:40.220622] [INFO ] [sig       ] BBU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:40.363294] [INFO ] [LOCAL     ] Saved forecast: BBU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BBU.txt
[2025-10-11T14:08:40.363691] [INFO ] [sig       ] [192/1823] Completed BBU in 0.2s | 4.12 sym/s | Total: 46.6s | ETA: 6.6m
[2025-10-11T14:08:40.363757] [INFO ] [sig       ] [193/1823] Forecasting BBVA...
[2025-10-11T14:08:40.363858] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-10-11T14:08:40.363906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-10-11T14:08:40.373533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBVA'.
[2025-10-11T14:08:40.373848] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-10-11T14:08:40.399795] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:40.400586] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-10-11T14:08:40.400667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:40.400723] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:40.400756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:40.400814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:40.418834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:40.419444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:40.419533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:40.419567] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:40.454823] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:40.454975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:40.455016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:40.455046] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:40.458892] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=44.72%)
[2025-10-11T14:08:40.459217] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-10-11T14:08:40.459371] [INFO ] [sig       ] BBVA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:40.610111] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BBVA.txt
[2025-10-11T14:08:40.610366] [INFO ] [sig       ] [193/1823] Completed BBVA in 0.2s | 4.12 sym/s | Total: 46.9s | ETA: 6.6m
[2025-10-11T14:08:40.610418] [INFO ] [sig       ] [194/1823] Forecasting BBW...
[2025-10-11T14:08:40.610456] [INFO ] [sig       ] Generating forecast for: BBW
[2025-10-11T14:08:40.610488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'.
[2025-10-11T14:08:40.620484] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBW'.
[2025-10-11T14:08:40.620833] [INFO ] [FORECASTER] Starting predict_future for BBW
[2025-10-11T14:08:40.646336] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:40.647103] [DEBUG] [LOCAL     ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt
[2025-10-11T14:08:40.647165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:40.647199] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:40.647227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:40.647284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:40.664498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:40.665347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:40.665437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:40.665471] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:40.703399] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:40.703630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:40.704054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:40.704095] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:40.708355] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: UP (p=85.61%)
[2025-10-11T14:08:40.708683] [INFO ] [FORECASTER] Completed predict_future for BBW
[2025-10-11T14:08:40.708847] [INFO ] [sig       ] BBW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:40.855213] [INFO ] [LOCAL     ] Saved forecast: BBW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BBW.txt
[2025-10-11T14:08:40.855467] [INFO ] [sig       ] [194/1823] Completed BBW in 0.2s | 4.12 sym/s | Total: 47.1s | ETA: 6.6m
[2025-10-11T14:08:40.855512] [INFO ] [sig       ] [195/1823] Forecasting BBWI...
[2025-10-11T14:08:40.855543] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-10-11T14:08:40.855576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-10-11T14:08:40.864799] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBWI'.
[2025-10-11T14:08:40.865087] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-10-11T14:08:40.890025] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:40.890827] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-10-11T14:08:40.890881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:40.890916] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:40.890944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:40.891000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:40.908117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:40.908687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:40.908773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:40.908826] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:40.945407] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:40.945514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:40.945551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:40.945581] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:40.948815] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2025-10-11T14:08:40.949076] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-10-11T14:08:40.949210] [INFO ] [sig       ] BBWI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:41.094322] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BBWI.txt
[2025-10-11T14:08:41.094618] [INFO ] [sig       ] [195/1823] Completed BBWI in 0.2s | 4.12 sym/s | Total: 47.4s | ETA: 6.6m
[2025-10-11T14:08:41.094702] [INFO ] [sig       ] [196/1823] Forecasting BBY...
[2025-10-11T14:08:41.094744] [INFO ] [sig       ] Generating forecast for: BBY
[2025-10-11T14:08:41.094779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-10-11T14:08:41.105524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBY'.
[2025-10-11T14:08:41.105887] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-10-11T14:08:41.131598] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:41.132359] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-10-11T14:08:41.132420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:41.132455] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:41.132483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:41.132551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:41.149834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:41.150388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:41.150483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:41.150537] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:41.193808] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:41.193965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:41.194025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:41.194058] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:41.197477] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2025-10-11T14:08:41.197798] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-10-11T14:08:41.197948] [INFO ] [sig       ] BBY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:41.337595] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BBY.txt
[2025-10-11T14:08:41.337872] [INFO ] [sig       ] [196/1823] Completed BBY in 0.2s | 4.12 sym/s | Total: 47.6s | ETA: 6.6m
[2025-10-11T14:08:41.337925] [INFO ] [sig       ] [197/1823] Forecasting BC...
[2025-10-11T14:08:41.337957] [INFO ] [sig       ] Generating forecast for: BC
[2025-10-11T14:08:41.337990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-10-11T14:08:41.347676] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BC'.
[2025-10-11T14:08:41.347975] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-10-11T14:08:41.373037] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:41.373781] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-10-11T14:08:41.373851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:41.373888] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:41.373916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:41.373972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:41.390952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:41.391522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:41.391604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:41.391637] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:41.426676] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:41.426805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:41.426843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:41.426873] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:41.430145] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-10-11T14:08:41.430411] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-10-11T14:08:41.430541] [INFO ] [sig       ] BC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:41.570859] [INFO ] [LOCAL     ] Saved forecast: BC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BC.txt
[2025-10-11T14:08:41.571146] [INFO ] [sig       ] [197/1823] Completed BC in 0.2s | 4.12 sym/s | Total: 47.9s | ETA: 6.6m
[2025-10-11T14:08:41.571191] [INFO ] [sig       ] [198/1823] Forecasting BCC...
[2025-10-11T14:08:41.571222] [INFO ] [sig       ] Generating forecast for: BCC
[2025-10-11T14:08:41.571255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-10-11T14:08:41.581221] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCC'.
[2025-10-11T14:08:41.581716] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-10-11T14:08:41.606751] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:41.607619] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-10-11T14:08:41.607700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:41.607744] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:41.607773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:41.607831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:41.624821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:41.625723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:41.625817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:41.625851] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:41.664138] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:41.664324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:41.664366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:41.664396] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:41.667997] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-10-11T14:08:41.668307] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-10-11T14:08:41.668457] [INFO ] [sig       ] BCC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:41.817240] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BCC.txt
[2025-10-11T14:08:41.817530] [INFO ] [sig       ] [198/1823] Completed BCC in 0.2s | 4.12 sym/s | Total: 48.1s | ETA: 6.6m
[2025-10-11T14:08:41.817575] [INFO ] [sig       ] [199/1823] Forecasting BCE...
[2025-10-11T14:08:41.817606] [INFO ] [sig       ] Generating forecast for: BCE
[2025-10-11T14:08:41.817638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-10-11T14:08:41.830319] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCE'.
[2025-10-11T14:08:41.830775] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-10-11T14:08:41.857217] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:41.858045] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-10-11T14:08:41.858100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:41.858136] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:41.858163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:41.858225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:41.875919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:41.876816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:41.876907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:41.876941] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:41.913722] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:41.913907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:41.913950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:41.913979] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:41.917664] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-10-11T14:08:41.917976] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-10-11T14:08:41.918120] [INFO ] [sig       ] BCE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:42.059826] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BCE.txt
[2025-10-11T14:08:42.060078] [INFO ] [sig       ] [199/1823] Completed BCE in 0.2s | 4.12 sym/s | Total: 48.3s | ETA: 6.6m
[2025-10-11T14:08:42.060121] [INFO ] [sig       ] [200/1823] Forecasting BCH...
[2025-10-11T14:08:42.060152] [INFO ] [sig       ] Generating forecast for: BCH
[2025-10-11T14:08:42.060184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-10-11T14:08:42.071167] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCH'.
[2025-10-11T14:08:42.071558] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-10-11T14:08:42.096946] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:42.097741] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-10-11T14:08:42.097797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:42.097831] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:42.097860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:42.097917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:42.115248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:42.115854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:42.115936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:42.115971] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:42.151799] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:42.151885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:42.151921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:42.151949] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:42.155047] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-10-11T14:08:42.155301] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-10-11T14:08:42.155490] [INFO ] [sig       ] BCH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:42.298135] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BCH.txt
[2025-10-11T14:08:42.298377] [INFO ] [sig       ] [200/1823] Completed BCH in 0.2s | 4.12 sym/s | Total: 48.6s | ETA: 6.6m
[2025-10-11T14:08:42.298423] [INFO ] [sig       ] [201/1823] Forecasting BCO...
[2025-10-11T14:08:42.298456] [INFO ] [sig       ] Generating forecast for: BCO
[2025-10-11T14:08:42.298488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-10-11T14:08:42.307420] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCO'.
[2025-10-11T14:08:42.307751] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-10-11T14:08:42.332670] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:42.333472] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-10-11T14:08:42.333534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:42.333570] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:42.333598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:42.333679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:42.350633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:42.351299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:42.351384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:42.351419] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:42.388931] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:42.389094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:42.389137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:42.389167] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:42.392628] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-10-11T14:08:42.392933] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-10-11T14:08:42.393078] [INFO ] [sig       ] BCO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:42.534133] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BCO.txt
[2025-10-11T14:08:42.534383] [INFO ] [sig       ] [201/1823] Completed BCO in 0.2s | 4.12 sym/s | Total: 48.8s | ETA: 6.6m
[2025-10-11T14:08:42.534426] [INFO ] [sig       ] [202/1823] Forecasting BCS...
[2025-10-11T14:08:42.534457] [INFO ] [sig       ] Generating forecast for: BCS
[2025-10-11T14:08:42.534489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-10-11T14:08:42.544333] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCS'.
[2025-10-11T14:08:42.544620] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-10-11T14:08:42.569829] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:42.570543] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-10-11T14:08:42.570606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:42.570696] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:42.570740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:42.570801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:42.588059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:42.588636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:42.588744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:42.588781] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:42.629211] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:42.629358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:42.629400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:42.629431] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:42.632928] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-10-11T14:08:42.633212] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-10-11T14:08:42.633352] [INFO ] [sig       ] BCS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:42.777109] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BCS.txt
[2025-10-11T14:08:42.777400] [INFO ] [sig       ] [202/1823] Completed BCS in 0.2s | 4.12 sym/s | Total: 49.1s | ETA: 6.6m
[2025-10-11T14:08:42.777446] [INFO ] [sig       ] [203/1823] Forecasting BCSF...
[2025-10-11T14:08:42.777479] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-10-11T14:08:42.777512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-10-11T14:08:42.787063] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCSF'.
[2025-10-11T14:08:42.787518] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-10-11T14:08:42.812680] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:42.813468] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-10-11T14:08:42.813524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:42.813558] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:42.813587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:42.813667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:42.831981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:42.833017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:42.833137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:42.833174] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:42.870348] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:42.870521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:42.870566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:42.870597] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:42.874607] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-10-11T14:08:42.874962] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-10-11T14:08:42.875117] [INFO ] [sig       ] BCSF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:43.022342] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BCSF.txt
[2025-10-11T14:08:43.022582] [INFO ] [sig       ] [203/1823] Completed BCSF in 0.2s | 4.12 sym/s | Total: 49.3s | ETA: 6.6m
[2025-10-11T14:08:43.022626] [INFO ] [sig       ] [204/1823] Forecasting BCX...
[2025-10-11T14:08:43.022694] [INFO ] [sig       ] Generating forecast for: BCX
[2025-10-11T14:08:43.022741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-10-11T14:08:43.032608] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCX'.
[2025-10-11T14:08:43.032967] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-10-11T14:08:43.058939] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:43.059824] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-10-11T14:08:43.059905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:43.060020] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:43.060078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:43.060163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:43.078529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:43.079316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:43.079406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:43.079442] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:43.123421] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:43.123703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:43.123786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:43.123856] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:43.128100] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-10-11T14:08:43.128466] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-10-11T14:08:43.128623] [INFO ] [sig       ] BCX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:43.277614] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BCX.txt
[2025-10-11T14:08:43.277902] [INFO ] [sig       ] [204/1823] Completed BCX in 0.3s | 4.12 sym/s | Total: 49.6s | ETA: 6.6m
[2025-10-11T14:08:43.277951] [INFO ] [sig       ] [205/1823] Forecasting BDC...
[2025-10-11T14:08:43.277984] [INFO ] [sig       ] Generating forecast for: BDC
[2025-10-11T14:08:43.278017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-10-11T14:08:43.288493] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BDC'.
[2025-10-11T14:08:43.288870] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-10-11T14:08:43.317123] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:43.318051] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-10-11T14:08:43.318113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:43.318150] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:43.318179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:43.318239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:43.336290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:43.337276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:43.337370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:43.337405] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:43.377481] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:43.377689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:43.377750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:43.377784] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:43.381346] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-10-11T14:08:43.381634] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-10-11T14:08:43.381812] [INFO ] [sig       ] BDC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:43.521138] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BDC.txt
[2025-10-11T14:08:43.521366] [INFO ] [sig       ] [205/1823] Completed BDC in 0.2s | 4.12 sym/s | Total: 49.8s | ETA: 6.6m
[2025-10-11T14:08:43.521410] [INFO ] [sig       ] [206/1823] Forecasting BDJ...
[2025-10-11T14:08:43.521440] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-10-11T14:08:43.521473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-10-11T14:08:43.531379] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BDJ'.
[2025-10-11T14:08:43.531812] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-10-11T14:08:43.556784] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:43.557629] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-10-11T14:08:43.557712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:43.557752] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:43.557781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:43.557838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:43.575161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:43.575777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:43.575861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:43.575895] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:43.610971] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:43.611106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:43.611146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:43.611176] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:43.614555] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-10-11T14:08:43.614869] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-10-11T14:08:43.615020] [INFO ] [sig       ] BDJ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:43.757909] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BDJ.txt
[2025-10-11T14:08:43.758148] [INFO ] [sig       ] [206/1823] Completed BDJ in 0.2s | 4.12 sym/s | Total: 50.0s | ETA: 6.5m
[2025-10-11T14:08:43.758193] [INFO ] [sig       ] [207/1823] Forecasting BDN...
[2025-10-11T14:08:43.758224] [INFO ] [sig       ] Generating forecast for: BDN
[2025-10-11T14:08:43.758257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-10-11T14:08:43.768995] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BDN'.
[2025-10-11T14:08:43.769340] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-10-11T14:08:43.794077] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:43.794782] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-10-11T14:08:43.794837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:43.794870] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:43.794898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:43.794957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:43.812480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:43.813069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:43.813155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:43.813189] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:43.854288] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:43.854419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:43.854457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:43.854486] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:43.857921] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=47.29%)
[2025-10-11T14:08:43.858186] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-10-11T14:08:43.858321] [INFO ] [sig       ] BDN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:44.008463] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BDN.txt
[2025-10-11T14:08:44.008735] [INFO ] [sig       ] [207/1823] Completed BDN in 0.3s | 4.12 sym/s | Total: 50.3s | ETA: 6.5m
[2025-10-11T14:08:44.008797] [INFO ] [sig       ] [208/1823] Forecasting BDX...
[2025-10-11T14:08:44.008831] [INFO ] [sig       ] Generating forecast for: BDX
[2025-10-11T14:08:44.008863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-10-11T14:08:44.020529] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BDX'.
[2025-10-11T14:08:44.020926] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-10-11T14:08:44.046102] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:44.046908] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-10-11T14:08:44.046964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:44.046997] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:44.047024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:44.047080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:44.064226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:44.064804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:44.064886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:44.064920] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:44.103999] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:44.104134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:44.104175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:44.104203] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:44.107519] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-10-11T14:08:44.107822] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-10-11T14:08:44.107963] [INFO ] [sig       ] BDX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:44.246843] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BDX.txt
[2025-10-11T14:08:44.247084] [INFO ] [sig       ] [208/1823] Completed BDX in 0.2s | 4.12 sym/s | Total: 50.5s | ETA: 6.5m
[2025-10-11T14:08:44.247126] [INFO ] [sig       ] [209/1823] Forecasting BE...
[2025-10-11T14:08:44.247158] [INFO ] [sig       ] Generating forecast for: BE
[2025-10-11T14:08:44.247190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-10-11T14:08:44.256322] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BE'.
[2025-10-11T14:08:44.256746] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-10-11T14:08:44.282202] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:44.283015] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-10-11T14:08:44.283071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:44.283106] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:44.283133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:44.283191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:44.300227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:44.301136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:44.301230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:44.301264] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:44.340886] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:44.341098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:44.341143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:44.341173] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:44.344905] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-10-11T14:08:44.345221] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-10-11T14:08:44.345375] [INFO ] [sig       ] BE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:44.504728] [INFO ] [LOCAL     ] Saved forecast: BE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BE.txt
[2025-10-11T14:08:44.505001] [INFO ] [sig       ] [209/1823] Completed BE in 0.3s | 4.11 sym/s | Total: 50.8s | ETA: 6.5m
[2025-10-11T14:08:44.505046] [INFO ] [sig       ] [210/1823] Forecasting BEKE...
[2025-10-11T14:08:44.505078] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-10-11T14:08:44.505110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-10-11T14:08:44.515255] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEKE'.
[2025-10-11T14:08:44.515705] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-10-11T14:08:44.541885] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:44.542709] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-10-11T14:08:44.542771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:44.542805] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:44.542832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:44.542890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:44.560415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:44.561327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:44.561428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:44.561464] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:44.598498] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:44.598702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:44.598763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:44.598795] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:44.602392] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-10-11T14:08:44.602721] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-10-11T14:08:44.602912] [INFO ] [sig       ] BEKE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:44.749452] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BEKE.txt
[2025-10-11T14:08:44.749712] [INFO ] [sig       ] [210/1823] Completed BEKE in 0.2s | 4.11 sym/s | Total: 51.0s | ETA: 6.5m
[2025-10-11T14:08:44.749773] [INFO ] [sig       ] [211/1823] Forecasting BEN...
[2025-10-11T14:08:44.749807] [INFO ] [sig       ] Generating forecast for: BEN
[2025-10-11T14:08:44.749840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-10-11T14:08:44.763694] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEN'.
[2025-10-11T14:08:44.764055] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-10-11T14:08:44.789522] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:44.790339] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-10-11T14:08:44.790407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:44.790493] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:44.790555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:44.790626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:44.808309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:44.808946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:44.809052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:44.809087] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:44.845076] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:44.845163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:44.845199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:44.845227] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:44.848345] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=31.75%)
[2025-10-11T14:08:44.848602] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-10-11T14:08:44.848772] [INFO ] [sig       ] BEN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:44.989996] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BEN.txt
[2025-10-11T14:08:44.990221] [INFO ] [sig       ] [211/1823] Completed BEN in 0.2s | 4.12 sym/s | Total: 51.3s | ETA: 6.5m
[2025-10-11T14:08:44.990264] [INFO ] [sig       ] [212/1823] Forecasting BEP...
[2025-10-11T14:08:44.990295] [INFO ] [sig       ] Generating forecast for: BEP
[2025-10-11T14:08:44.990327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-10-11T14:08:45.000474] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEP'.
[2025-10-11T14:08:45.000777] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-10-11T14:08:45.025945] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:45.026711] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-10-11T14:08:45.026767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:45.026801] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:45.026829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:45.026891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:45.043771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:45.044299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:45.044380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:45.044415] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:45.081021] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:45.081103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:45.081138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:45.081167] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:45.084183] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-10-11T14:08:45.084444] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-10-11T14:08:45.084576] [INFO ] [sig       ] BEP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:45.224322] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BEP.txt
[2025-10-11T14:08:45.224530] [INFO ] [sig       ] [212/1823] Completed BEP in 0.2s | 4.12 sym/s | Total: 51.5s | ETA: 6.5m
[2025-10-11T14:08:45.224571] [INFO ] [sig       ] [213/1823] Forecasting BEPC...
[2025-10-11T14:08:45.224601] [INFO ] [sig       ] Generating forecast for: BEPC
[2025-10-11T14:08:45.224635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'.
[2025-10-11T14:08:45.235574] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEPC'.
[2025-10-11T14:08:45.236106] [INFO ] [FORECASTER] Starting predict_future for BEPC
[2025-10-11T14:08:45.262723] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:45.263514] [DEBUG] [LOCAL     ] No optimal features file found for BEPC: ./output/feature-sets/BEPC.txt
[2025-10-11T14:08:45.263570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:45.263606] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:45.263636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:45.263742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:45.282931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:45.283548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:45.283636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:45.283714] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:45.321859] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:45.322049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:45.322094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:45.322126] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:45.325847] [DEBUG] [FORECASTER] BEPC: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2025-10-11T14:08:45.326132] [INFO ] [FORECASTER] Completed predict_future for BEPC
[2025-10-11T14:08:45.326276] [INFO ] [sig       ] BEPC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:45.470868] [INFO ] [LOCAL     ] Saved forecast: BEPC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BEPC.txt
[2025-10-11T14:08:45.471143] [INFO ] [sig       ] [213/1823] Completed BEPC in 0.2s | 4.12 sym/s | Total: 51.8s | ETA: 6.5m
[2025-10-11T14:08:45.471191] [INFO ] [sig       ] [214/1823] Forecasting BEPH...
[2025-10-11T14:08:45.471226] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-10-11T14:08:45.471331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-10-11T14:08:45.481221] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEPH'.
[2025-10-11T14:08:45.481624] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-10-11T14:08:45.507892] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:45.508694] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-10-11T14:08:45.508752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:45.508787] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:45.508817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:45.508876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:45.526935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:45.527537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:45.527619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:45.527687] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:45.565174] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:45.565346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:45.565387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:45.565417] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:45.569146] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-10-11T14:08:45.569458] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-10-11T14:08:45.569602] [INFO ] [sig       ] BEPH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:45.713617] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BEPH.txt
[2025-10-11T14:08:45.713912] [INFO ] [sig       ] [214/1823] Completed BEPH in 0.2s | 4.12 sym/s | Total: 52.0s | ETA: 6.5m
[2025-10-11T14:08:45.713960] [INFO ] [sig       ] [215/1823] Forecasting BEPI...
[2025-10-11T14:08:45.713992] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-10-11T14:08:45.714023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-10-11T14:08:45.723961] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEPI'.
[2025-10-11T14:08:45.724236] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-10-11T14:08:45.757448] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:45.758567] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-10-11T14:08:45.758637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:45.758726] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:45.758768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:45.758849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:45.782264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:45.783427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:45.783517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:45.783552] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:45.816708] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:45.816802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:45.816839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:45.816868] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:45.820191] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-10-11T14:08:45.820472] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-10-11T14:08:45.820612] [INFO ] [sig       ] BEPI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:45.963708] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BEPI.txt
[2025-10-11T14:08:45.963982] [INFO ] [sig       ] [215/1823] Completed BEPI in 0.2s | 4.11 sym/s | Total: 52.2s | ETA: 6.5m
[2025-10-11T14:08:45.964044] [INFO ] [sig       ] [216/1823] Forecasting BEPJ...
[2025-10-11T14:08:45.964079] [INFO ] [sig       ] Generating forecast for: BEPJ
[2025-10-11T14:08:45.964112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BEPJ.csv'.
[2025-10-11T14:08:45.974461] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEPJ'.
[2025-10-11T14:08:45.974797] [INFO ] [FORECASTER] Starting predict_future for BEPJ
[2025-10-11T14:08:46.001770] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:46.002495] [DEBUG] [LOCAL     ] No optimal features file found for BEPJ: ./output/feature-sets/BEPJ.txt
[2025-10-11T14:08:46.002753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:46.002802] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:46.002868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:46.002950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:46.022258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:46.023276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:46.023364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:46.023400] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:46.058158] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:46.058367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:46.058414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:46.058446] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:46.062411] [DEBUG] [FORECASTER] BEPJ: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2025-10-11T14:08:46.062721] [INFO ] [FORECASTER] Completed predict_future for BEPJ
[2025-10-11T14:08:46.062870] [INFO ] [sig       ] BEPJ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:46.253666] [INFO ] [LOCAL     ] Saved forecast: BEPJ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BEPJ.txt
[2025-10-11T14:08:46.253984] [INFO ] [sig       ] [216/1823] Completed BEPJ in 0.3s | 4.11 sym/s | Total: 52.5s | ETA: 6.5m
[2025-10-11T14:08:46.254032] [INFO ] [sig       ] [217/1823] Forecasting BFAM...
[2025-10-11T14:08:46.254063] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-10-11T14:08:46.254095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-10-11T14:08:46.268224] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFAM'.
[2025-10-11T14:08:46.268816] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-10-11T14:08:46.310814] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:46.312112] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-10-11T14:08:46.312192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:46.312237] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:46.312276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:46.312359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:46.336664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:46.337901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:46.338041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:46.338098] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:46.396094] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:46.396316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:46.396391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:46.396447] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:46.402540] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-10-11T14:08:46.403127] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-10-11T14:08:46.403358] [INFO ] [sig       ] BFAM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:46.632346] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BFAM.txt
[2025-10-11T14:08:46.632715] [INFO ] [sig       ] [217/1823] Completed BFAM in 0.4s | 4.10 sym/s | Total: 52.9s | ETA: 6.5m
[2025-10-11T14:08:46.632791] [INFO ] [sig       ] [218/1823] Forecasting BFH...
[2025-10-11T14:08:46.632839] [INFO ] [sig       ] Generating forecast for: BFH
[2025-10-11T14:08:46.632886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-10-11T14:08:46.648112] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFH'.
[2025-10-11T14:08:46.648665] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-10-11T14:08:46.691433] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:46.692891] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-10-11T14:08:46.692978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:46.693061] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:46.693117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:46.693216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:46.724460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:46.725752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:46.725876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:46.725931] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:46.791557] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:46.791801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:46.791867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:46.791906] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:46.801736] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=25.47%)
[2025-10-11T14:08:46.802523] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-10-11T14:08:46.802820] [INFO ] [sig       ] BFH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:47.015213] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BFH.txt
[2025-10-11T14:08:47.015496] [INFO ] [sig       ] [218/1823] Completed BFH in 0.4s | 4.09 sym/s | Total: 53.3s | ETA: 6.5m
[2025-10-11T14:08:47.015542] [INFO ] [sig       ] [219/1823] Forecasting BFK...
[2025-10-11T14:08:47.015572] [INFO ] [sig       ] Generating forecast for: BFK
[2025-10-11T14:08:47.015604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-10-11T14:08:47.116579] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFK'.
[2025-10-11T14:08:47.117136] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-10-11T14:08:47.143563] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:47.144379] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-10-11T14:08:47.144438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:47.144474] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:47.144505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:47.144564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:47.162348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:47.162945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:47.163032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:47.163067] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:47.189954] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:47.190053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:47.190091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:47.190121] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:47.193330] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-10-11T14:08:47.193601] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-10-11T14:08:47.193764] [INFO ] [sig       ] BFK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:47.335178] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BFK.txt
[2025-10-11T14:08:47.335415] [INFO ] [sig       ] [219/1823] Completed BFK in 0.3s | 4.08 sym/s | Total: 53.6s | ETA: 6.5m
[2025-10-11T14:08:47.335460] [INFO ] [sig       ] [220/1823] Forecasting BFLY...
[2025-10-11T14:08:47.335492] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-10-11T14:08:47.335525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-10-11T14:08:47.345310] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFLY'.
[2025-10-11T14:08:47.345596] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-10-11T14:08:47.370563] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:47.371280] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-10-11T14:08:47.371335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:47.371369] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:47.371397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:47.371459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:47.388776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:47.389317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:47.389396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:47.389429] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:47.414485] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:47.414575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:47.414611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:47.414661] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:47.417821] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-10-11T14:08:47.418081] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-10-11T14:08:47.418205] [INFO ] [sig       ] BFLY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:47.559273] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BFLY.txt
[2025-10-11T14:08:47.559526] [INFO ] [sig       ] [220/1823] Completed BFLY in 0.2s | 4.09 sym/s | Total: 53.8s | ETA: 6.5m
[2025-10-11T14:08:47.559570] [INFO ] [sig       ] [221/1823] Forecasting BFS...
[2025-10-11T14:08:47.559602] [INFO ] [sig       ] Generating forecast for: BFS
[2025-10-11T14:08:47.559634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-10-11T14:08:47.569280] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFS'.
[2025-10-11T14:08:47.569575] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-10-11T14:08:47.594366] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:47.595121] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-10-11T14:08:47.595176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:47.595210] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:47.595238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:47.595295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:47.612423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:47.613012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:47.613095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:47.613129] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:47.641995] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:47.642151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:47.642192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:47.642222] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:47.645719] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=48.47%)
[2025-10-11T14:08:47.646026] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-10-11T14:08:47.646162] [INFO ] [sig       ] BFS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:47.794703] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BFS.txt
[2025-10-11T14:08:47.794919] [INFO ] [sig       ] [221/1823] Completed BFS in 0.2s | 4.09 sym/s | Total: 54.1s | ETA: 6.5m
[2025-10-11T14:08:47.794963] [INFO ] [sig       ] [222/1823] Forecasting BFZ...
[2025-10-11T14:08:47.794995] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-10-11T14:08:47.795027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-10-11T14:08:47.804152] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BFZ'.
[2025-10-11T14:08:47.804423] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-10-11T14:08:47.829589] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:47.830406] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-10-11T14:08:47.830461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:47.830495] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:47.830523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:47.830580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:47.847802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:47.848377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:47.848461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:47.848495] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:47.880300] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:47.880399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:47.880437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:47.880468] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:47.883726] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=52.86%)
[2025-10-11T14:08:47.883992] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-10-11T14:08:47.884122] [INFO ] [sig       ] BFZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:48.028246] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BFZ.txt
[2025-10-11T14:08:48.028525] [INFO ] [sig       ] [222/1823] Completed BFZ in 0.2s | 4.09 sym/s | Total: 54.3s | ETA: 6.5m
[2025-10-11T14:08:48.028572] [INFO ] [sig       ] [223/1823] Forecasting BG...
[2025-10-11T14:08:48.028605] [INFO ] [sig       ] Generating forecast for: BG
[2025-10-11T14:08:48.028637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-10-11T14:08:48.037610] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BG'.
[2025-10-11T14:08:48.037902] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-10-11T14:08:48.063341] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:48.064147] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-10-11T14:08:48.064206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:48.064245] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:48.064278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:48.064344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:48.081395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:48.081966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:48.082050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:48.082083] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:48.118435] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:48.118542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:48.118581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:48.118976] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:48.123187] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2025-10-11T14:08:48.123441] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-10-11T14:08:48.123577] [INFO ] [sig       ] BG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:48.262453] [INFO ] [LOCAL     ] Saved forecast: BG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BG.txt
[2025-10-11T14:08:48.262708] [INFO ] [sig       ] [223/1823] Completed BG in 0.2s | 4.09 sym/s | Total: 54.5s | ETA: 6.5m
[2025-10-11T14:08:48.262770] [INFO ] [sig       ] [224/1823] Forecasting BGB...
[2025-10-11T14:08:48.262804] [INFO ] [sig       ] Generating forecast for: BGB
[2025-10-11T14:08:48.262836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-10-11T14:08:48.272976] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGB'.
[2025-10-11T14:08:48.273288] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-10-11T14:08:48.298065] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:48.298767] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-10-11T14:08:48.298821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:48.298854] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:48.298882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:48.298938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:48.315914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:48.316459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:48.316538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:48.316572] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:48.353817] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:48.353995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:48.354037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:48.354066] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:48.357631] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-10-11T14:08:48.357930] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-10-11T14:08:48.358073] [INFO ] [sig       ] BGB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:48.500319] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BGB.txt
[2025-10-11T14:08:48.500584] [INFO ] [sig       ] [224/1823] Completed BGB in 0.2s | 4.09 sym/s | Total: 54.8s | ETA: 6.5m
[2025-10-11T14:08:48.500630] [INFO ] [sig       ] [225/1823] Forecasting BGH...
[2025-10-11T14:08:48.500702] [INFO ] [sig       ] Generating forecast for: BGH
[2025-10-11T14:08:48.500748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-10-11T14:08:48.510814] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGH'.
[2025-10-11T14:08:48.511126] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-10-11T14:08:48.536291] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:48.537077] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-10-11T14:08:48.537133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:48.537168] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:48.537214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:48.537273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:48.554175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:48.554942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:48.555030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:48.555065] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:48.588075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:48.588188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:48.588226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:48.588254] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:48.591519] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-10-11T14:08:48.591832] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-10-11T14:08:48.591974] [INFO ] [sig       ] BGH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:48.732557] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BGH.txt
[2025-10-11T14:08:48.732834] [INFO ] [sig       ] [225/1823] Completed BGH in 0.2s | 4.09 sym/s | Total: 55.0s | ETA: 6.5m
[2025-10-11T14:08:48.732897] [INFO ] [sig       ] [226/1823] Forecasting BGR...
[2025-10-11T14:08:48.732931] [INFO ] [sig       ] Generating forecast for: BGR
[2025-10-11T14:08:48.732964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'.
[2025-10-11T14:08:48.742903] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGR'.
[2025-10-11T14:08:48.743253] [INFO ] [FORECASTER] Starting predict_future for BGR
[2025-10-11T14:08:48.768425] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:48.769234] [DEBUG] [LOCAL     ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt
[2025-10-11T14:08:48.769294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:48.769329] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:48.769358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:48.769416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:48.786345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:48.787034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:48.787122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:48.787157] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:48.820860] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:48.821062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:48.821120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:48.821153] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:48.825156] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: DOWN (p=44.18%)
[2025-10-11T14:08:48.825508] [INFO ] [FORECASTER] Completed predict_future for BGR
[2025-10-11T14:08:48.825692] [INFO ] [sig       ] BGR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:48.969590] [INFO ] [LOCAL     ] Saved forecast: BGR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BGR.txt
[2025-10-11T14:08:48.969826] [INFO ] [sig       ] [226/1823] Completed BGR in 0.2s | 4.09 sym/s | Total: 55.3s | ETA: 6.5m
[2025-10-11T14:08:48.969916] [INFO ] [sig       ] [227/1823] Forecasting BGS...
[2025-10-11T14:08:48.969955] [INFO ] [sig       ] Generating forecast for: BGS
[2025-10-11T14:08:48.969988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-10-11T14:08:48.979326] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGS'.
[2025-10-11T14:08:48.979680] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-10-11T14:08:49.005491] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:49.006567] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-10-11T14:08:49.006692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:49.006763] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:49.006834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:49.006939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:49.027608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:49.028323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:49.028409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:49.028445] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:49.063941] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:49.064039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:49.064077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:49.064111] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:49.067529] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-10-11T14:08:49.067850] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-10-11T14:08:49.067999] [INFO ] [sig       ] BGS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:49.213684] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BGS.txt
[2025-10-11T14:08:49.213933] [INFO ] [sig       ] [227/1823] Completed BGS in 0.2s | 4.09 sym/s | Total: 55.5s | ETA: 6.5m
[2025-10-11T14:08:49.213977] [INFO ] [sig       ] [228/1823] Forecasting BGSF...
[2025-10-11T14:08:49.214008] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-10-11T14:08:49.214039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-10-11T14:08:49.225186] [DEBUG] [REMOTE    ] Successfully parsed 1816 rows of historical data for symbol 'BGSF'.
[2025-10-11T14:08:49.225498] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-10-11T14:08:49.251621] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:49.252348] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-10-11T14:08:49.252405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:49.252441] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:49.252470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:49.252530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:49.270426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:49.271014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:49.271100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:49.271137] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:49.308750] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:49.308842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:49.308879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:49.308908] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:49.312212] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-10-11T14:08:49.312476] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-10-11T14:08:49.312610] [INFO ] [sig       ] BGSF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:49.457632] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BGSF.txt
[2025-10-11T14:08:49.457953] [INFO ] [sig       ] [228/1823] Completed BGSF in 0.2s | 4.09 sym/s | Total: 55.7s | ETA: 6.5m
[2025-10-11T14:08:49.458002] [INFO ] [sig       ] [229/1823] Forecasting BGT...
[2025-10-11T14:08:49.458033] [INFO ] [sig       ] Generating forecast for: BGT
[2025-10-11T14:08:49.458065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'.
[2025-10-11T14:08:49.467737] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGT'.
[2025-10-11T14:08:49.468122] [INFO ] [FORECASTER] Starting predict_future for BGT
[2025-10-11T14:08:49.493598] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:49.494445] [DEBUG] [LOCAL     ] No optimal features file found for BGT: ./output/feature-sets/BGT.txt
[2025-10-11T14:08:49.494502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:49.494537] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:49.494565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:49.494623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:49.511875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:49.512676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:49.512769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:49.512804] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:49.552235] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:49.552364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:49.552402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:49.552431] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:49.555767] [DEBUG] [FORECASTER] BGT: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2025-10-11T14:08:49.556043] [INFO ] [FORECASTER] Completed predict_future for BGT
[2025-10-11T14:08:49.556180] [INFO ] [sig       ] BGT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:49.696093] [INFO ] [LOCAL     ] Saved forecast: BGT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BGT.txt
[2025-10-11T14:08:49.696327] [INFO ] [sig       ] [229/1823] Completed BGT in 0.2s | 4.09 sym/s | Total: 56.0s | ETA: 6.5m
[2025-10-11T14:08:49.696371] [INFO ] [sig       ] [230/1823] Forecasting BGX...
[2025-10-11T14:08:49.696402] [INFO ] [sig       ] Generating forecast for: BGX
[2025-10-11T14:08:49.696435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-10-11T14:08:49.708614] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGX'.
[2025-10-11T14:08:49.709216] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-10-11T14:08:49.737151] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:49.738017] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-10-11T14:08:49.738087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:49.738156] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:49.738227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:49.738342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:49.757818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:49.758512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:49.758637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:49.758731] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:49.798014] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:49.798137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:49.798198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:49.798229] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:49.802912] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-10-11T14:08:49.803206] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-10-11T14:08:49.803357] [INFO ] [sig       ] BGX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:49.985821] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BGX.txt
[2025-10-11T14:08:49.986128] [INFO ] [sig       ] [230/1823] Completed BGX in 0.3s | 4.09 sym/s | Total: 56.3s | ETA: 6.5m
[2025-10-11T14:08:49.986175] [INFO ] [sig       ] [231/1823] Forecasting BGY...
[2025-10-11T14:08:49.986208] [INFO ] [sig       ] Generating forecast for: BGY
[2025-10-11T14:08:49.986242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-10-11T14:08:49.996939] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGY'.
[2025-10-11T14:08:49.997288] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-10-11T14:08:50.026899] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:50.027934] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-10-11T14:08:50.027993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:50.028030] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:50.028059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:50.028122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:50.048878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:50.049502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:50.049593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:50.049630] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:50.099350] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:50.099494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:50.099536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:50.099567] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:50.103247] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-10-11T14:08:50.103540] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-10-11T14:08:50.103758] [INFO ] [sig       ] BGY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:50.272175] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BGY.txt
[2025-10-11T14:08:50.272456] [INFO ] [sig       ] [231/1823] Completed BGY in 0.3s | 4.08 sym/s | Total: 56.6s | ETA: 6.5m
[2025-10-11T14:08:50.272542] [INFO ] [sig       ] [232/1823] Forecasting BH...
[2025-10-11T14:08:50.272618] [INFO ] [sig       ] Generating forecast for: BH
[2025-10-11T14:08:50.272712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'.
[2025-10-11T14:08:50.283464] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BH'.
[2025-10-11T14:08:50.283859] [INFO ] [FORECASTER] Starting predict_future for BH
[2025-10-11T14:08:50.309448] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:50.310207] [DEBUG] [LOCAL     ] No optimal features file found for BH: ./output/feature-sets/BH.txt
[2025-10-11T14:08:50.310262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:50.310295] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:50.310322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:50.310394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:50.327864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:50.328424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:50.328513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:50.328554] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:50.373665] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:50.373774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:50.373813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:50.373844] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:50.377177] [DEBUG] [FORECASTER] BH: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2025-10-11T14:08:50.377476] [INFO ] [FORECASTER] Completed predict_future for BH
[2025-10-11T14:08:50.377627] [INFO ] [sig       ] BH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:50.519200] [INFO ] [LOCAL     ] Saved forecast: BH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BH.txt
[2025-10-11T14:08:50.519475] [INFO ] [sig       ] [232/1823] Completed BH in 0.2s | 4.08 sym/s | Total: 56.8s | ETA: 6.5m
[2025-10-11T14:08:50.519520] [INFO ] [sig       ] [233/1823] Forecasting BHC...
[2025-10-11T14:08:50.519551] [INFO ] [sig       ] Generating forecast for: BHC
[2025-10-11T14:08:50.519583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-10-11T14:08:50.530847] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHC'.
[2025-10-11T14:08:50.531317] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-10-11T14:08:50.556982] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:50.557865] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-10-11T14:08:50.557923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:50.557957] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:50.557985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:50.558105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:50.575526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:50.576382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:50.576472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:50.576509] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:50.621437] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:50.621629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:50.621715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:50.621756] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:50.625314] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-10-11T14:08:50.625613] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-10-11T14:08:50.625801] [INFO ] [sig       ] BHC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:50.767684] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BHC.txt
[2025-10-11T14:08:50.767945] [INFO ] [sig       ] [233/1823] Completed BHC in 0.2s | 4.08 sym/s | Total: 57.1s | ETA: 6.5m
[2025-10-11T14:08:50.767993] [INFO ] [sig       ] [234/1823] Forecasting BHE...
[2025-10-11T14:08:50.768024] [INFO ] [sig       ] Generating forecast for: BHE
[2025-10-11T14:08:50.768056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-10-11T14:08:50.777672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHE'.
[2025-10-11T14:08:50.778010] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-10-11T14:08:50.803793] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:50.804493] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-10-11T14:08:50.804547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:50.804580] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:50.804607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:50.804685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:50.821676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:50.822250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:50.822335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:50.822369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:50.866665] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:50.866816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:50.866893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:50.866941] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:50.870578] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=55.60%)
[2025-10-11T14:08:50.870905] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-10-11T14:08:50.871061] [INFO ] [sig       ] BHE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:51.014076] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BHE.txt
[2025-10-11T14:08:51.014287] [INFO ] [sig       ] [234/1823] Completed BHE in 0.2s | 4.08 sym/s | Total: 57.3s | ETA: 6.5m
[2025-10-11T14:08:51.014331] [INFO ] [sig       ] [235/1823] Forecasting BHR...
[2025-10-11T14:08:51.014362] [INFO ] [sig       ] Generating forecast for: BHR
[2025-10-11T14:08:51.014394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'.
[2025-10-11T14:08:51.024857] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHR'.
[2025-10-11T14:08:51.025246] [INFO ] [FORECASTER] Starting predict_future for BHR
[2025-10-11T14:08:51.051257] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:51.052141] [DEBUG] [LOCAL     ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt
[2025-10-11T14:08:51.052198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:51.052236] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:51.052266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:51.052327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:51.070216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:51.070817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:51.070904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:51.070938] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:51.113774] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:51.113873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:51.113910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:51.113938] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:51.117083] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-10-11T14:08:51.117341] [INFO ] [FORECASTER] Completed predict_future for BHR
[2025-10-11T14:08:51.117481] [INFO ] [sig       ] BHR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:51.259619] [INFO ] [LOCAL     ] Saved forecast: BHR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BHR.txt
[2025-10-11T14:08:51.259965] [INFO ] [sig       ] [235/1823] Completed BHR in 0.2s | 4.08 sym/s | Total: 57.5s | ETA: 6.5m
[2025-10-11T14:08:51.260014] [INFO ] [sig       ] [236/1823] Forecasting BHVN...
[2025-10-11T14:08:51.260045] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-10-11T14:08:51.260079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-10-11T14:08:51.270186] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHVN'.
[2025-10-11T14:08:51.270484] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-10-11T14:08:51.295979] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:51.296719] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-10-11T14:08:51.296775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:51.296808] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:51.296835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:51.296891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:51.313681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:51.314235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:51.314320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:51.314354] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:51.354953] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:51.355070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:51.355151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:51.355183] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:51.360538] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-10-11T14:08:51.360836] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-10-11T14:08:51.360984] [INFO ] [sig       ] BHVN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:51.501493] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BHVN.txt
[2025-10-11T14:08:51.501768] [INFO ] [sig       ] [236/1823] Completed BHVN in 0.2s | 4.08 sym/s | Total: 57.8s | ETA: 6.5m
[2025-10-11T14:08:51.501829] [INFO ] [sig       ] [237/1823] Forecasting BILL...
[2025-10-11T14:08:51.501862] [INFO ] [sig       ] Generating forecast for: BILL
[2025-10-11T14:08:51.501895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-10-11T14:08:51.512905] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BILL'.
[2025-10-11T14:08:51.513264] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-10-11T14:08:51.538501] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:51.539207] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-10-11T14:08:51.539262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:51.539295] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:51.539323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:51.539385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:51.556759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:51.557336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:51.557419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:51.557452] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:51.601372] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:51.601462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:51.601500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:51.601546] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:51.604752] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=33.13%)
[2025-10-11T14:08:51.605007] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-10-11T14:08:51.605139] [INFO ] [sig       ] BILL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:51.781950] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BILL.txt
[2025-10-11T14:08:51.782209] [INFO ] [sig       ] [237/1823] Completed BILL in 0.3s | 4.08 sym/s | Total: 58.1s | ETA: 6.5m
[2025-10-11T14:08:51.782253] [INFO ] [sig       ] [238/1823] Forecasting BIO...
[2025-10-11T14:08:51.782285] [INFO ] [sig       ] Generating forecast for: BIO
[2025-10-11T14:08:51.782318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-10-11T14:08:51.793005] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIO'.
[2025-10-11T14:08:51.793496] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-10-11T14:08:51.831544] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:51.832381] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-10-11T14:08:51.832439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:51.832476] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:51.832507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:51.832598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:51.850477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:51.851102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:51.851188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:51.851223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:51.894750] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:51.894875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:51.894915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:51.894945] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:51.898429] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-10-11T14:08:51.898791] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-10-11T14:08:51.898956] [INFO ] [sig       ] BIO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:52.041105] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BIO.txt
[2025-10-11T14:08:52.041324] [INFO ] [sig       ] [238/1823] Completed BIO in 0.3s | 4.08 sym/s | Total: 58.3s | ETA: 6.5m
[2025-10-11T14:08:52.041367] [INFO ] [sig       ] [239/1823] Forecasting BIPC...
[2025-10-11T14:08:52.041396] [INFO ] [sig       ] Generating forecast for: BIPC
[2025-10-11T14:08:52.041428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'.
[2025-10-11T14:08:52.051711] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIPC'.
[2025-10-11T14:08:52.051999] [INFO ] [FORECASTER] Starting predict_future for BIPC
[2025-10-11T14:08:52.076779] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:52.077461] [DEBUG] [LOCAL     ] No optimal features file found for BIPC: ./output/feature-sets/BIPC.txt
[2025-10-11T14:08:52.077516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:52.077548] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:52.077576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:52.077669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:52.096342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:52.096988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:52.097072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:52.097107] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:52.139879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:52.139994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:52.140031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:52.140059] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:52.143268] [DEBUG] [FORECASTER] BIPC: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2025-10-11T14:08:52.143528] [INFO ] [FORECASTER] Completed predict_future for BIPC
[2025-10-11T14:08:52.143699] [INFO ] [sig       ] BIPC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:52.283903] [INFO ] [LOCAL     ] Saved forecast: BIPC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BIPC.txt
[2025-10-11T14:08:52.284136] [INFO ] [sig       ] [239/1823] Completed BIPC in 0.2s | 4.08 sym/s | Total: 58.6s | ETA: 6.5m
[2025-10-11T14:08:52.284179] [INFO ] [sig       ] [240/1823] Forecasting BIPH...
[2025-10-11T14:08:52.284209] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-10-11T14:08:52.284241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-10-11T14:08:52.293610] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIPH'.
[2025-10-11T14:08:52.293893] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-10-11T14:08:52.318999] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:52.319748] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-10-11T14:08:52.319803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:52.319836] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:52.319864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:52.319920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:52.336794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:52.337321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:52.337403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:52.337436] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:52.378218] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:52.378300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:52.378335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:52.378363] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:52.381441] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2025-10-11T14:08:52.381739] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-10-11T14:08:52.381889] [INFO ] [sig       ] BIPH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:52.521562] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BIPH.txt
[2025-10-11T14:08:52.521814] [INFO ] [sig       ] [240/1823] Completed BIPH in 0.2s | 4.08 sym/s | Total: 58.8s | ETA: 6.5m
[2025-10-11T14:08:52.521876] [INFO ] [sig       ] [241/1823] Forecasting BIPI...
[2025-10-11T14:08:52.521909] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-10-11T14:08:52.521941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-10-11T14:08:52.531041] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIPI'.
[2025-10-11T14:08:52.531298] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-10-11T14:08:52.555971] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:52.556683] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-10-11T14:08:52.556743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:52.556776] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:52.556804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:52.556861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:52.573968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:52.574500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:52.574583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:52.574616] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:52.619307] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:52.619428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:52.619466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:52.619494] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:52.622831] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-10-11T14:08:52.623121] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-10-11T14:08:52.623265] [INFO ] [sig       ] BIPI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:52.765182] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BIPI.txt
[2025-10-11T14:08:52.765393] [INFO ] [sig       ] [241/1823] Completed BIPI in 0.2s | 4.08 sym/s | Total: 59.1s | ETA: 6.5m
[2025-10-11T14:08:52.765437] [INFO ] [sig       ] [242/1823] Forecasting BIPJ...
[2025-10-11T14:08:52.765483] [INFO ] [sig       ] Generating forecast for: BIPJ
[2025-10-11T14:08:52.765550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BIPJ.csv'.
[2025-10-11T14:08:52.775184] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIPJ'.
[2025-10-11T14:08:52.775455] [INFO ] [FORECASTER] Starting predict_future for BIPJ
[2025-10-11T14:08:52.801291] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:52.802038] [DEBUG] [LOCAL     ] No optimal features file found for BIPJ: ./output/feature-sets/BIPJ.txt
[2025-10-11T14:08:52.802092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:52.802127] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:52.802155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:52.802213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:52.819256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:52.819857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:52.819940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:52.819974] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:52.853711] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:52.853792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:52.853827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:52.853855] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:52.856926] [DEBUG] [FORECASTER] BIPJ: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-10-11T14:08:52.857181] [INFO ] [FORECASTER] Completed predict_future for BIPJ
[2025-10-11T14:08:52.857318] [INFO ] [sig       ] BIPJ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:52.997112] [INFO ] [LOCAL     ] Saved forecast: BIPJ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BIPJ.txt
[2025-10-11T14:08:52.997356] [INFO ] [sig       ] [242/1823] Completed BIPJ in 0.2s | 4.08 sym/s | Total: 59.3s | ETA: 6.5m
[2025-10-11T14:08:52.997401] [INFO ] [sig       ] [243/1823] Forecasting BIRK...
[2025-10-11T14:08:52.997431] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-10-11T14:08:52.997462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-10-11T14:08:53.007752] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIRK'.
[2025-10-11T14:08:53.008148] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-10-11T14:08:53.033677] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:53.034425] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-10-11T14:08:53.034482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:53.034518] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:53.034546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:53.034604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:53.052162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:53.052772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:53.052863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:53.052898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:53.084031] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:53.084138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:53.084176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:53.084204] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:53.087421] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-10-11T14:08:53.087737] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-10-11T14:08:53.087879] [INFO ] [sig       ] BIRK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:53.228540] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BIRK.txt
[2025-10-11T14:08:53.228820] [INFO ] [sig       ] [243/1823] Completed BIRK in 0.2s | 4.08 sym/s | Total: 59.5s | ETA: 6.4m
[2025-10-11T14:08:53.228882] [INFO ] [sig       ] [244/1823] Forecasting BIT...
[2025-10-11T14:08:53.228916] [INFO ] [sig       ] Generating forecast for: BIT
[2025-10-11T14:08:53.228948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'.
[2025-10-11T14:08:53.238937] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BIT'.
[2025-10-11T14:08:53.239261] [INFO ] [FORECASTER] Starting predict_future for BIT
[2025-10-11T14:08:53.264003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:53.264726] [DEBUG] [LOCAL     ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt
[2025-10-11T14:08:53.264782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:53.264815] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:53.264842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:53.264899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:53.282027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:53.282563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:53.282666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:53.282720] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:53.310982] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:53.311079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:53.311116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:53.311164] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:53.314229] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: UP (p=80.94%)
[2025-10-11T14:08:53.314487] [INFO ] [FORECASTER] Completed predict_future for BIT
[2025-10-11T14:08:53.314617] [INFO ] [sig       ] BIT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:53.458216] [INFO ] [LOCAL     ] Saved forecast: BIT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BIT.txt
[2025-10-11T14:08:53.458476] [INFO ] [sig       ] [244/1823] Completed BIT in 0.2s | 4.08 sym/s | Total: 59.7s | ETA: 6.4m
[2025-10-11T14:08:53.458550] [INFO ] [sig       ] [245/1823] Forecasting BJ...
[2025-10-11T14:08:53.458606] [INFO ] [sig       ] Generating forecast for: BJ
[2025-10-11T14:08:53.458673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-10-11T14:08:53.470164] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BJ'.
[2025-10-11T14:08:53.470667] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-10-11T14:08:53.506889] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:53.507996] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-10-11T14:08:53.508068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:53.508139] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:53.508206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:53.508320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:53.534152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:53.535460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:53.535574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:53.535690] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:53.568224] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:53.568372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:53.568414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:53.568443] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:53.571886] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-10-11T14:08:53.572160] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-10-11T14:08:53.572295] [INFO ] [sig       ] BJ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:53.711189] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BJ.txt
[2025-10-11T14:08:53.711415] [INFO ] [sig       ] [245/1823] Completed BJ in 0.3s | 4.08 sym/s | Total: 60.0s | ETA: 6.4m
[2025-10-11T14:08:53.711458] [INFO ] [sig       ] [246/1823] Forecasting BK...
[2025-10-11T14:08:53.711490] [INFO ] [sig       ] Generating forecast for: BK
[2025-10-11T14:08:53.711522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-10-11T14:08:53.722141] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BK'.
[2025-10-11T14:08:53.722506] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-10-11T14:08:53.747729] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:53.748441] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-10-11T14:08:53.748496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:53.748579] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:53.748618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:53.748705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:53.765581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:53.766216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:53.766305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:53.766339] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:53.808837] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:53.809011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:53.809054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:53.809094] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:53.813119] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-10-11T14:08:53.813540] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-10-11T14:08:53.813792] [INFO ] [sig       ] BK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:53.982792] [INFO ] [LOCAL     ] Saved forecast: BK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BK.txt
[2025-10-11T14:08:53.983050] [INFO ] [sig       ] [246/1823] Completed BK in 0.3s | 4.08 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:53.983097] [INFO ] [sig       ] [247/1823] Forecasting BKD...
[2025-10-11T14:08:53.983130] [INFO ] [sig       ] Generating forecast for: BKD
[2025-10-11T14:08:53.983163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-10-11T14:08:53.993847] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKD'.
[2025-10-11T14:08:53.994279] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-10-11T14:08:54.025257] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:54.026412] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-10-11T14:08:54.026472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:54.026508] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:54.026536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:54.026621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:54.053578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:54.054728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:54.054843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:54.054906] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:54.101694] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:54.101873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:54.101918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:54.101950] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:54.107162] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-10-11T14:08:54.107667] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-10-11T14:08:54.107882] [INFO ] [sig       ] BKD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:54.258918] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BKD.txt
[2025-10-11T14:08:54.259137] [INFO ] [sig       ] [247/1823] Completed BKD in 0.3s | 4.08 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:54.259181] [INFO ] [sig       ] [248/1823] Forecasting BKE...
[2025-10-11T14:08:54.259212] [INFO ] [sig       ] Generating forecast for: BKE
[2025-10-11T14:08:54.259245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-10-11T14:08:54.269398] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKE'.
[2025-10-11T14:08:54.269702] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-10-11T14:08:54.294415] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:54.295144] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-10-11T14:08:54.295198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:54.295232] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:54.295260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:54.295317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:54.312756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:54.313289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:54.313370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:54.313404] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:54.350315] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:54.350392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:54.350428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:54.350457] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:54.353451] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-10-11T14:08:54.353737] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-10-11T14:08:54.353880] [INFO ] [sig       ] BKE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:54.492213] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BKE.txt
[2025-10-11T14:08:54.492409] [INFO ] [sig       ] [248/1823] Completed BKE in 0.2s | 4.08 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:54.492451] [INFO ] [sig       ] [249/1823] Forecasting BKH...
[2025-10-11T14:08:54.492480] [INFO ] [sig       ] Generating forecast for: BKH
[2025-10-11T14:08:54.492511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-10-11T14:08:54.501567] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKH'.
[2025-10-11T14:08:54.501869] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-10-11T14:08:54.526533] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:54.527257] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-10-11T14:08:54.527312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:54.527344] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:54.527371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:54.527429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:54.544282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:54.544851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:54.544932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:54.544965] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:54.579684] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:54.579768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:54.579805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:54.579833] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:54.582827] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-10-11T14:08:54.583079] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-10-11T14:08:54.583207] [INFO ] [sig       ] BKH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:54.721736] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BKH.txt
[2025-10-11T14:08:54.721931] [INFO ] [sig       ] [249/1823] Completed BKH in 0.2s | 4.08 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:54.721982] [INFO ] [sig       ] [250/1823] Forecasting BKKT...
[2025-10-11T14:08:54.722014] [INFO ] [sig       ] Generating forecast for: BKKT
[2025-10-11T14:08:54.722046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'.
[2025-10-11T14:08:54.732315] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKKT'.
[2025-10-11T14:08:54.732685] [INFO ] [FORECASTER] Starting predict_future for BKKT
[2025-10-11T14:08:54.757690] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:54.758371] [DEBUG] [LOCAL     ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt
[2025-10-11T14:08:54.758428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:54.758462] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:54.758491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:54.758549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:54.775404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:54.775980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:54.776066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:54.776100] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:54.802517] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:54.802611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:54.802674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:54.802724] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:54.805762] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-10-11T14:08:54.806019] [INFO ] [FORECASTER] Completed predict_future for BKKT
[2025-10-11T14:08:54.806143] [INFO ] [sig       ] BKKT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:54.946417] [INFO ] [LOCAL     ] Saved forecast: BKKT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BKKT.txt
[2025-10-11T14:08:54.946694] [INFO ] [sig       ] [250/1823] Completed BKKT in 0.2s | 4.08 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:54.946755] [INFO ] [sig       ] [251/1823] Forecasting BKN...
[2025-10-11T14:08:54.946789] [INFO ] [sig       ] Generating forecast for: BKN
[2025-10-11T14:08:54.946820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-10-11T14:08:54.955617] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKN'.
[2025-10-11T14:08:54.955916] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-10-11T14:08:54.984901] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:54.985764] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-10-11T14:08:54.985824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:54.985859] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:54.985887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:54.985944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:55.003279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:55.003985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:55.004071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:55.004105] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:55.044113] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:55.044285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:55.044327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:55.044378] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:55.047951] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-10-11T14:08:55.048221] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-10-11T14:08:55.048356] [INFO ] [sig       ] BKN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:55.189498] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BKN.txt
[2025-10-11T14:08:55.189739] [INFO ] [sig       ] [251/1823] Completed BKN in 0.2s | 4.08 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:55.189799] [INFO ] [sig       ] [252/1823] Forecasting BKSY...
[2025-10-11T14:08:55.189834] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-10-11T14:08:55.189866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-10-11T14:08:55.199345] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKSY'.
[2025-10-11T14:08:55.199668] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-10-11T14:08:55.224824] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:55.225510] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-10-11T14:08:55.225564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:55.225597] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:55.225625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:55.225717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:55.242972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:55.243500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:55.243581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:55.243613] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:55.284976] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:55.285062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:55.285098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:55.285126] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:55.288205] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=67.04%)
[2025-10-11T14:08:55.288455] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-10-11T14:08:55.288612] [INFO ] [sig       ] BKSY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:55.428948] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BKSY.txt
[2025-10-11T14:08:55.429172] [INFO ] [sig       ] [252/1823] Completed BKSY in 0.2s | 4.08 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:55.429214] [INFO ] [sig       ] [253/1823] Forecasting BKT...
[2025-10-11T14:08:55.429244] [INFO ] [sig       ] Generating forecast for: BKT
[2025-10-11T14:08:55.429275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'.
[2025-10-11T14:08:55.438315] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKT'.
[2025-10-11T14:08:55.438591] [INFO ] [FORECASTER] Starting predict_future for BKT
[2025-10-11T14:08:55.463444] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:55.464168] [DEBUG] [LOCAL     ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt
[2025-10-11T14:08:55.464222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:55.464277] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:55.464325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:55.464388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:55.481421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:55.482010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:55.482094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:55.482127] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:55.507017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:55.507109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:55.507144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:55.507172] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:55.510234] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-10-11T14:08:55.510491] [INFO ] [FORECASTER] Completed predict_future for BKT
[2025-10-11T14:08:55.510616] [INFO ] [sig       ] BKT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:55.650122] [INFO ] [LOCAL     ] Saved forecast: BKT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BKT.txt
[2025-10-11T14:08:55.650322] [INFO ] [sig       ] [253/1823] Completed BKT in 0.2s | 4.08 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:55.650364] [INFO ] [sig       ] [254/1823] Forecasting BKV...
[2025-10-11T14:08:55.650394] [INFO ] [sig       ] Generating forecast for: BKV
[2025-10-11T14:08:55.650426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKV' from 'https://tdm.silogroup.org/data/derivative_storage/BKV.csv'.
[2025-10-11T14:08:55.659311] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BKV'.
[2025-10-11T14:08:55.659589] [INFO ] [FORECASTER] Starting predict_future for BKV
[2025-10-11T14:08:55.684445] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:55.685243] [DEBUG] [LOCAL     ] No optimal features file found for BKV: ./output/feature-sets/BKV.txt
[2025-10-11T14:08:55.685299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:55.685333] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:55.685361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:55.685418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:55.702248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:55.702974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:55.703062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:55.703096] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:55.746864] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:55.747040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:55.747083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:55.747112] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:55.750802] [DEBUG] [FORECASTER] BKV: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-10-11T14:08:55.751108] [INFO ] [FORECASTER] Completed predict_future for BKV
[2025-10-11T14:08:55.751253] [INFO ] [sig       ] BKV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:55.890400] [INFO ] [LOCAL     ] Saved forecast: BKV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BKV.txt
[2025-10-11T14:08:55.890598] [INFO ] [sig       ] [254/1823] Completed BKV in 0.2s | 4.09 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:55.890639] [INFO ] [sig       ] [255/1823] Forecasting BLCO...
[2025-10-11T14:08:55.890715] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-10-11T14:08:55.890753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-10-11T14:08:55.899877] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLCO'.
[2025-10-11T14:08:55.900153] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-10-11T14:08:55.925141] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:55.925874] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-10-11T14:08:55.925928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:55.925961] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:55.925988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:55.926045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:55.942899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:55.943448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:55.943526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:55.943560] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:55.972005] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:55.972108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:55.972166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:55.972199] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:55.975542] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-10-11T14:08:55.975835] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-10-11T14:08:55.975974] [INFO ] [sig       ] BLCO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:56.115183] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BLCO.txt
[2025-10-11T14:08:56.115367] [INFO ] [sig       ] [255/1823] Completed BLCO in 0.2s | 4.09 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:56.115410] [INFO ] [sig       ] [256/1823] Forecasting BLD...
[2025-10-11T14:08:56.115441] [INFO ] [sig       ] Generating forecast for: BLD
[2025-10-11T14:08:56.115518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-10-11T14:08:56.124708] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLD'.
[2025-10-11T14:08:56.125013] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-10-11T14:08:56.150264] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:56.151004] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-10-11T14:08:56.151059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:56.151092] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:56.151120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:56.151182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:56.168124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:56.168673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:56.168758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:56.168791] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:56.194600] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:56.194705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:56.194752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:56.194782] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:56.197807] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-10-11T14:08:56.198061] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-10-11T14:08:56.198184] [INFO ] [sig       ] BLD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:56.336781] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BLD.txt
[2025-10-11T14:08:56.336977] [INFO ] [sig       ] [256/1823] Completed BLD in 0.2s | 4.09 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:56.337029] [INFO ] [sig       ] [257/1823] Forecasting BLDR...
[2025-10-11T14:08:56.337062] [INFO ] [sig       ] Generating forecast for: BLDR
[2025-10-11T14:08:56.337094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'.
[2025-10-11T14:08:56.346392] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLDR'.
[2025-10-11T14:08:56.346721] [INFO ] [FORECASTER] Starting predict_future for BLDR
[2025-10-11T14:08:56.371441] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:56.372203] [DEBUG] [LOCAL     ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt
[2025-10-11T14:08:56.372257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:56.372291] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:56.372319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:56.372378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:56.389790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:56.390599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:56.390713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:56.390759] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:56.417692] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:56.417830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:56.417868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:56.417898] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:56.421052] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-10-11T14:08:56.421314] [INFO ] [FORECASTER] Completed predict_future for BLDR
[2025-10-11T14:08:56.421439] [INFO ] [sig       ] BLDR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:56.560975] [INFO ] [LOCAL     ] Saved forecast: BLDR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BLDR.txt
[2025-10-11T14:08:56.561157] [INFO ] [sig       ] [257/1823] Completed BLDR in 0.2s | 4.09 sym/s | Total: 1.0m | ETA: 6.4m
[2025-10-11T14:08:56.561198] [INFO ] [sig       ] [258/1823] Forecasting BLE...
[2025-10-11T14:08:56.561229] [INFO ] [sig       ] Generating forecast for: BLE
[2025-10-11T14:08:56.561260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-10-11T14:08:56.569948] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLE'.
[2025-10-11T14:08:56.570233] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-10-11T14:08:56.594990] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:56.595698] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-10-11T14:08:56.595753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:56.595788] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:56.595816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:56.595873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:56.613324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:56.614018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:56.614101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:56.614136] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:56.638855] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:56.638938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:56.638974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:56.639021] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:56.642048] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-10-11T14:08:56.642304] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-10-11T14:08:56.642424] [INFO ] [sig       ] BLE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:56.782226] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BLE.txt
[2025-10-11T14:08:56.782408] [INFO ] [sig       ] [258/1823] Completed BLE in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.4m
[2025-10-11T14:08:56.782449] [INFO ] [sig       ] [259/1823] Forecasting BLK...
[2025-10-11T14:08:56.782480] [INFO ] [sig       ] Generating forecast for: BLK
[2025-10-11T14:08:56.782511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-10-11T14:08:56.791513] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLK'.
[2025-10-11T14:08:56.791823] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-10-11T14:08:56.816719] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:56.817403] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-10-11T14:08:56.817490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:56.817530] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:56.817558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:56.817615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:56.834952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:56.835487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:56.835565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:56.835599] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:56.860292] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:56.860372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:56.860407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:56.860435] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:56.863427] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-10-11T14:08:56.863707] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-10-11T14:08:56.863838] [INFO ] [sig       ] BLK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:57.004078] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BLK.txt
[2025-10-11T14:08:57.004267] [INFO ] [sig       ] [259/1823] Completed BLK in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.4m
[2025-10-11T14:08:57.004308] [INFO ] [sig       ] [260/1823] Forecasting BLND...
[2025-10-11T14:08:57.004340] [INFO ] [sig       ] Generating forecast for: BLND
[2025-10-11T14:08:57.004372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-10-11T14:08:57.013338] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLND'.
[2025-10-11T14:08:57.013660] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-10-11T14:08:57.038427] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:57.039140] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-10-11T14:08:57.039194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:57.039227] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:57.039254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:57.039311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:57.056047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:57.056603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:57.056716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:57.056761] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:57.092827] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:57.093036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:57.093098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:57.093132] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:57.096968] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=84.57%)
[2025-10-11T14:08:57.097249] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-10-11T14:08:57.097397] [INFO ] [sig       ] BLND: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:57.237192] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BLND.txt
[2025-10-11T14:08:57.237409] [INFO ] [sig       ] [260/1823] Completed BLND in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.4m
[2025-10-11T14:08:57.237451] [INFO ] [sig       ] [261/1823] Forecasting BLW...
[2025-10-11T14:08:57.237482] [INFO ] [sig       ] Generating forecast for: BLW
[2025-10-11T14:08:57.237514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'.
[2025-10-11T14:08:57.247171] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLW'.
[2025-10-11T14:08:57.247437] [INFO ] [FORECASTER] Starting predict_future for BLW
[2025-10-11T14:08:57.272330] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:57.273067] [DEBUG] [LOCAL     ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt
[2025-10-11T14:08:57.273123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:57.273156] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:57.273184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:57.273242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:57.290230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:57.290836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:57.290920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:57.290954] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:57.326387] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:57.326475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:57.326513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:57.326542] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:57.329713] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-10-11T14:08:57.329968] [INFO ] [FORECASTER] Completed predict_future for BLW
[2025-10-11T14:08:57.330105] [INFO ] [sig       ] BLW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:57.468475] [INFO ] [LOCAL     ] Saved forecast: BLW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BLW.txt
[2025-10-11T14:08:57.468689] [INFO ] [sig       ] [261/1823] Completed BLW in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.4m
[2025-10-11T14:08:57.468749] [INFO ] [sig       ] [262/1823] Forecasting BLX...
[2025-10-11T14:08:57.468783] [INFO ] [sig       ] Generating forecast for: BLX
[2025-10-11T14:08:57.468815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-10-11T14:08:57.478105] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BLX'.
[2025-10-11T14:08:57.478386] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-10-11T14:08:57.503136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:57.503947] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-10-11T14:08:57.504001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:57.504034] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:57.504063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:57.504118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:57.521110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:57.521636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:57.521795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:57.521842] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:57.557997] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:57.558079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:57.558115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:57.558143] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:57.561217] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-10-11T14:08:57.561470] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-10-11T14:08:57.561597] [INFO ] [sig       ] BLX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:57.700371] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BLX.txt
[2025-10-11T14:08:57.700576] [INFO ] [sig       ] [262/1823] Completed BLX in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.4m
[2025-10-11T14:08:57.700619] [INFO ] [sig       ] [263/1823] Forecasting BMA...
[2025-10-11T14:08:57.700678] [INFO ] [sig       ] Generating forecast for: BMA
[2025-10-11T14:08:57.700730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-10-11T14:08:57.709479] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMA'.
[2025-10-11T14:08:57.709760] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-10-11T14:08:57.734739] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:57.735409] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-10-11T14:08:57.735470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:57.735503] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:57.735530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:57.735587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:57.752534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:57.753102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:57.753181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:57.753215] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:57.790712] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:57.790819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:57.790857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:57.790885] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:57.794186] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-10-11T14:08:57.794449] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-10-11T14:08:57.794586] [INFO ] [sig       ] BMA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:57.939588] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BMA.txt
[2025-10-11T14:08:57.939852] [INFO ] [sig       ] [263/1823] Completed BMA in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:08:57.939905] [INFO ] [sig       ] [264/1823] Forecasting BME...
[2025-10-11T14:08:57.939945] [INFO ] [sig       ] Generating forecast for: BME
[2025-10-11T14:08:57.939978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-10-11T14:08:57.950008] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BME'.
[2025-10-11T14:08:57.950264] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-10-11T14:08:57.975137] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:57.975861] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-10-11T14:08:57.975915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:57.975948] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:57.975975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:57.976032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:57.993086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:57.993619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:57.993724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:57.993766] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:58.029137] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:58.029230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:58.029266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:58.029295] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:58.032405] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=55.14%)
[2025-10-11T14:08:58.032684] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-10-11T14:08:58.032830] [INFO ] [sig       ] BME: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:58.173446] [INFO ] [LOCAL     ] Saved forecast: BME	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BME.txt
[2025-10-11T14:08:58.173683] [INFO ] [sig       ] [264/1823] Completed BME in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:08:58.173745] [INFO ] [sig       ] [265/1823] Forecasting BMEZ...
[2025-10-11T14:08:58.173778] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-10-11T14:08:58.173810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-10-11T14:08:58.183557] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMEZ'.
[2025-10-11T14:08:58.183843] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-10-11T14:08:58.208477] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:58.209324] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-10-11T14:08:58.209377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:58.209410] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:58.209437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:58.209493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:58.226238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:58.226854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:58.226934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:58.226966] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:58.262155] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:58.262233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:58.262269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:58.262296] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:58.266470] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-10-11T14:08:58.266796] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-10-11T14:08:58.266933] [INFO ] [sig       ] BMEZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:58.406772] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BMEZ.txt
[2025-10-11T14:08:58.406962] [INFO ] [sig       ] [265/1823] Completed BMEZ in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:08:58.407005] [INFO ] [sig       ] [266/1823] Forecasting BMI...
[2025-10-11T14:08:58.407036] [INFO ] [sig       ] Generating forecast for: BMI
[2025-10-11T14:08:58.407068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-10-11T14:08:58.417199] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMI'.
[2025-10-11T14:08:58.417690] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-10-11T14:08:58.442907] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:58.443726] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-10-11T14:08:58.443784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:58.443820] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:58.443848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:58.443906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:58.460911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:58.461815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:58.461912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:58.461946] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:58.499850] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:58.499972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:58.500008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:58.500036] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:58.503167] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-10-11T14:08:58.503428] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-10-11T14:08:58.503557] [INFO ] [sig       ] BMI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:58.648026] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BMI.txt
[2025-10-11T14:08:58.648304] [INFO ] [sig       ] [266/1823] Completed BMI in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:08:58.648365] [INFO ] [sig       ] [267/1823] Forecasting BMO...
[2025-10-11T14:08:58.648399] [INFO ] [sig       ] Generating forecast for: BMO
[2025-10-11T14:08:58.648431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-10-11T14:08:58.658913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMO'.
[2025-10-11T14:08:58.659175] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-10-11T14:08:58.684458] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:58.685164] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-10-11T14:08:58.685217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:58.685251] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:58.685279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:58.685336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:58.702246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:58.702821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:58.702920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:58.702955] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:58.737731] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:58.737805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:58.737841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:58.737870] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:58.740858] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-10-11T14:08:58.741110] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-10-11T14:08:58.741239] [INFO ] [sig       ] BMO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:58.880099] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BMO.txt
[2025-10-11T14:08:58.880305] [INFO ] [sig       ] [267/1823] Completed BMO in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:08:58.880349] [INFO ] [sig       ] [268/1823] Forecasting BMY...
[2025-10-11T14:08:58.880380] [INFO ] [sig       ] Generating forecast for: BMY
[2025-10-11T14:08:58.880412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-10-11T14:08:58.889704] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BMY'.
[2025-10-11T14:08:58.889966] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-10-11T14:08:58.914660] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:58.915337] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-10-11T14:08:58.915391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:58.915424] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:58.915452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:58.915510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:58.932760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:58.933301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:58.933380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:58.933414] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:58.969932] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:58.970021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:58.970057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:58.970086] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:58.973186] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2025-10-11T14:08:58.973440] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-10-11T14:08:58.973572] [INFO ] [sig       ] BMY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:59.201328] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BMY.txt
[2025-10-11T14:08:59.201531] [INFO ] [sig       ] [268/1823] Completed BMY in 0.3s | 4.09 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:08:59.201616] [INFO ] [sig       ] [269/1823] Forecasting BN...
[2025-10-11T14:08:59.201688] [INFO ] [sig       ] Generating forecast for: BN
[2025-10-11T14:08:59.201760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-10-11T14:08:59.211410] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BN'.
[2025-10-11T14:08:59.211735] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-10-11T14:08:59.236422] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:59.237193] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-10-11T14:08:59.237264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:59.237299] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:59.237328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:59.237386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:59.254433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:59.255045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:59.255127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:59.255160] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:59.289856] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:59.289966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:59.290003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:59.290032] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:59.293226] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-10-11T14:08:59.293485] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-10-11T14:08:59.293626] [INFO ] [sig       ] BN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:08:59.433250] [INFO ] [LOCAL     ] Saved forecast: BN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BN.txt
[2025-10-11T14:08:59.433468] [INFO ] [sig       ] [269/1823] Completed BN in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:08:59.433512] [INFO ] [sig       ] [270/1823] Forecasting BNED...
[2025-10-11T14:08:59.433542] [INFO ] [sig       ] Generating forecast for: BNED
[2025-10-11T14:08:59.433574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-10-11T14:08:59.442945] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNED'.
[2025-10-11T14:08:59.443260] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-10-11T14:08:59.468284] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:59.469055] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-10-11T14:08:59.469114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:59.469149] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:59.469177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:59.469234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:59.486243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:59.486841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:59.486920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:59.486955] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:59.522670] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:59.522773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:59.522811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:59.522839] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:59.525980] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-10-11T14:08:59.526243] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-10-11T14:08:59.526376] [INFO ] [sig       ] BNED: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:59.670020] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BNED.txt
[2025-10-11T14:08:59.670241] [INFO ] [sig       ] [270/1823] Completed BNED in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:08:59.670284] [INFO ] [sig       ] [271/1823] Forecasting BNH...
[2025-10-11T14:08:59.670314] [INFO ] [sig       ] Generating forecast for: BNH
[2025-10-11T14:08:59.670355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-10-11T14:08:59.679305] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNH'.
[2025-10-11T14:08:59.679570] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-10-11T14:08:59.704449] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:59.705184] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-10-11T14:08:59.705240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:59.705274] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:59.705302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:59.705360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:59.722711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:59.723260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:59.723338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:59.723371] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:59.757684] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:59.757788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:59.757825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:59.757854] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:59.760970] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=59.06%)
[2025-10-11T14:08:59.761226] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-10-11T14:08:59.761360] [INFO ] [sig       ] BNH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:08:59.901260] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BNH.txt
[2025-10-11T14:08:59.901469] [INFO ] [sig       ] [271/1823] Completed BNH in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:08:59.901512] [INFO ] [sig       ] [272/1823] Forecasting BNJ...
[2025-10-11T14:08:59.901544] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-10-11T14:08:59.901577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-10-11T14:08:59.910613] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNJ'.
[2025-10-11T14:08:59.910908] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-10-11T14:08:59.937082] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:08:59.937841] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-10-11T14:08:59.937895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:08:59.937928] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:08:59.937956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:08:59.938011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:08:59.955558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:08:59.956248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:08:59.956331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:08:59.956365] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:08:59.995182] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:08:59.995291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:08:59.995328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:08:59.995356] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:08:59.998579] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2025-10-11T14:08:59.998890] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-10-11T14:08:59.999031] [INFO ] [sig       ] BNJ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:00.140616] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BNJ.txt
[2025-10-11T14:09:00.140875] [INFO ] [sig       ] [272/1823] Completed BNJ in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:00.140924] [INFO ] [sig       ] [273/1823] Forecasting BNL...
[2025-10-11T14:09:00.140957] [INFO ] [sig       ] Generating forecast for: BNL
[2025-10-11T14:09:00.140990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-10-11T14:09:00.150793] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNL'.
[2025-10-11T14:09:00.151110] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-10-11T14:09:00.175985] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:00.176710] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-10-11T14:09:00.176767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:00.176800] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:00.176827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:00.176884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:00.194557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:00.195148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:00.195232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:00.195268] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:00.235718] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:00.235813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:00.235852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:00.235885] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:00.239762] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-10-11T14:09:00.240053] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-10-11T14:09:00.240204] [INFO ] [sig       ] BNL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:00.389801] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BNL.txt
[2025-10-11T14:09:00.390012] [INFO ] [sig       ] [273/1823] Completed BNL in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:00.390055] [INFO ] [sig       ] [274/1823] Forecasting BNS...
[2025-10-11T14:09:00.390085] [INFO ] [sig       ] Generating forecast for: BNS
[2025-10-11T14:09:00.390116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-10-11T14:09:00.399676] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNS'.
[2025-10-11T14:09:00.399960] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-10-11T14:09:00.425499] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:00.426270] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-10-11T14:09:00.426326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:00.426361] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:00.426388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:00.426446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:00.444237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:00.444828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:00.444913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:00.444962] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:00.477525] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:00.477609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:00.477670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:00.477723] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:00.480882] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-10-11T14:09:00.481143] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-10-11T14:09:00.481273] [INFO ] [sig       ] BNS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:00.630351] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BNS.txt
[2025-10-11T14:09:00.630548] [INFO ] [sig       ] [274/1823] Completed BNS in 0.2s | 4.09 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:00.630590] [INFO ] [sig       ] [275/1823] Forecasting BNT...
[2025-10-11T14:09:00.630620] [INFO ] [sig       ] Generating forecast for: BNT
[2025-10-11T14:09:00.630679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNT' from 'https://tdm.silogroup.org/data/derivative_storage/BNT.csv'.
[2025-10-11T14:09:00.639379] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'BNT'.
[2025-10-11T14:09:00.639678] [INFO ] [FORECASTER] Starting predict_future for BNT
[2025-10-11T14:09:00.664809] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:00.665495] [DEBUG] [LOCAL     ] No optimal features file found for BNT: ./output/feature-sets/BNT.txt
[2025-10-11T14:09:00.665551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:00.665584] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:00.665612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:00.665741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:00.683220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:00.683830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:00.683934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:00.683979] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:00.716959] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:00.717055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:00.717101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:00.717131] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:00.720193] [DEBUG] [FORECASTER] BNT: Forecast T+1@11:T+2@11: UP (p=88.48%)
[2025-10-11T14:09:00.720449] [INFO ] [FORECASTER] Completed predict_future for BNT
[2025-10-11T14:09:00.720587] [INFO ] [sig       ] BNT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:00.868420] [INFO ] [LOCAL     ] Saved forecast: BNT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BNT.txt
[2025-10-11T14:09:00.868594] [INFO ] [sig       ] [275/1823] Completed BNT in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:00.868636] [INFO ] [sig       ] [276/1823] Forecasting BNY...
[2025-10-11T14:09:00.868710] [INFO ] [sig       ] Generating forecast for: BNY
[2025-10-11T14:09:00.868749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-10-11T14:09:00.877910] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNY'.
[2025-10-11T14:09:00.878184] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-10-11T14:09:00.903062] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:00.903780] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-10-11T14:09:00.903862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:00.903927] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:00.903966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:00.904026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:00.922269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:00.922859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:00.922941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:00.922977] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:00.956889] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:00.956966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:00.957002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:00.957030] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:00.960059] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=8.04%)
[2025-10-11T14:09:00.960316] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-10-11T14:09:00.960451] [INFO ] [sig       ] BNY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:01.108297] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BNY.txt
[2025-10-11T14:09:01.108497] [INFO ] [sig       ] [276/1823] Completed BNY in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:01.108539] [INFO ] [sig       ] [277/1823] Forecasting BOC...
[2025-10-11T14:09:01.108570] [INFO ] [sig       ] Generating forecast for: BOC
[2025-10-11T14:09:01.108602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-10-11T14:09:01.120672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOC'.
[2025-10-11T14:09:01.120989] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-10-11T14:09:01.145695] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:01.146418] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-10-11T14:09:01.146473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:01.146507] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:01.146535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:01.146613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:01.163404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:01.163972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:01.164054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:01.164087] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:01.199132] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:01.199253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:01.199291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:01.199320] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:01.202569] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-10-11T14:09:01.202869] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-10-11T14:09:01.203007] [INFO ] [sig       ] BOC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:01.341480] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BOC.txt
[2025-10-11T14:09:01.341698] [INFO ] [sig       ] [277/1823] Completed BOC in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:01.341759] [INFO ] [sig       ] [278/1823] Forecasting BOE...
[2025-10-11T14:09:01.341796] [INFO ] [sig       ] Generating forecast for: BOE
[2025-10-11T14:09:01.341831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-10-11T14:09:01.351438] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOE'.
[2025-10-11T14:09:01.351746] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-10-11T14:09:01.376900] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:01.377586] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-10-11T14:09:01.377661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:01.377718] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:01.377749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:01.377808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:01.395449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:01.396028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:01.396109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:01.396145] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:01.428238] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:01.428322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:01.428387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:01.428416] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:01.433914] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-10-11T14:09:01.434171] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-10-11T14:09:01.434304] [INFO ] [sig       ] BOE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:01.583819] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BOE.txt
[2025-10-11T14:09:01.584051] [INFO ] [sig       ] [278/1823] Completed BOE in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:01.584109] [INFO ] [sig       ] [279/1823] Forecasting BOH...
[2025-10-11T14:09:01.584142] [INFO ] [sig       ] Generating forecast for: BOH
[2025-10-11T14:09:01.584175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-10-11T14:09:01.593380] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOH'.
[2025-10-11T14:09:01.593690] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-10-11T14:09:01.619141] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:01.619866] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-10-11T14:09:01.619922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:01.619956] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:01.619984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:01.620042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:01.638267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:01.638853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:01.638934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:01.638971] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:01.674768] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:01.674853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:01.674890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:01.674919] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:01.678016] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-10-11T14:09:01.678273] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-10-11T14:09:01.678425] [INFO ] [sig       ] BOH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:01.827260] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BOH.txt
[2025-10-11T14:09:01.827447] [INFO ] [sig       ] [279/1823] Completed BOH in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:01.827490] [INFO ] [sig       ] [280/1823] Forecasting BOND...
[2025-10-11T14:09:01.827521] [INFO ] [sig       ] Generating forecast for: BOND
[2025-10-11T14:09:01.827552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-10-11T14:09:01.836728] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOND'.
[2025-10-11T14:09:01.837005] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-10-11T14:09:01.862547] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:01.863397] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-10-11T14:09:01.863458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:01.863493] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:01.863521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:01.863579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:01.881519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:01.882122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:01.882205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:01.882240] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:01.919091] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:01.919175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:01.919214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:01.919243] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:01.922278] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-10-11T14:09:01.922531] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-10-11T14:09:01.922696] [INFO ] [sig       ] BOND: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:02.073472] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BOND.txt
[2025-10-11T14:09:02.073745] [INFO ] [sig       ] [280/1823] Completed BOND in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:02.073866] [INFO ] [sig       ] [281/1823] Forecasting BOOT...
[2025-10-11T14:09:02.073907] [INFO ] [sig       ] Generating forecast for: BOOT
[2025-10-11T14:09:02.073941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'.
[2025-10-11T14:09:02.084229] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOOT'.
[2025-10-11T14:09:02.084562] [INFO ] [FORECASTER] Starting predict_future for BOOT
[2025-10-11T14:09:02.110438] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:02.111249] [DEBUG] [LOCAL     ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt
[2025-10-11T14:09:02.111306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:02.111341] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:02.111373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:02.111432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:02.129847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:02.130545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:02.130632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:02.130725] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:02.166813] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:02.166952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:02.166998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:02.167029] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:02.170360] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-10-11T14:09:02.170633] [INFO ] [FORECASTER] Completed predict_future for BOOT
[2025-10-11T14:09:02.170813] [INFO ] [sig       ] BOOT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:02.329819] [INFO ] [LOCAL     ] Saved forecast: BOOT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BOOT.txt
[2025-10-11T14:09:02.330129] [INFO ] [sig       ] [281/1823] Completed BOOT in 0.3s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:02.330180] [INFO ] [sig       ] [282/1823] Forecasting BORR...
[2025-10-11T14:09:02.330213] [INFO ] [sig       ] Generating forecast for: BORR
[2025-10-11T14:09:02.330246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'.
[2025-10-11T14:09:02.340394] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BORR'.
[2025-10-11T14:09:02.340776] [INFO ] [FORECASTER] Starting predict_future for BORR
[2025-10-11T14:09:02.366989] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:02.367807] [DEBUG] [LOCAL     ] No optimal features file found for BORR: ./output/feature-sets/BORR.txt
[2025-10-11T14:09:02.367863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:02.367898] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:02.367926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:02.367985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:02.385447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:02.386379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:02.386469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:02.386503] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:02.421285] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:02.421452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:02.421494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:02.421523] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:02.425084] [DEBUG] [FORECASTER] BORR: Forecast T+1@11:T+2@11: DOWN (p=12.31%)
[2025-10-11T14:09:02.425377] [INFO ] [FORECASTER] Completed predict_future for BORR
[2025-10-11T14:09:02.425514] [INFO ] [sig       ] BORR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:02.570500] [INFO ] [LOCAL     ] Saved forecast: BORR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BORR.txt
[2025-10-11T14:09:02.570813] [INFO ] [sig       ] [282/1823] Completed BORR in 0.2s | 4.10 sym/s | Total: 1.1m | ETA: 6.3m
[2025-10-11T14:09:02.570875] [INFO ] [sig       ] [283/1823] Forecasting BOW...
[2025-10-11T14:09:02.570911] [INFO ] [sig       ] Generating forecast for: BOW
[2025-10-11T14:09:02.570945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOW' from 'https://tdm.silogroup.org/data/derivative_storage/BOW.csv'.
[2025-10-11T14:09:02.580980] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOW'.
[2025-10-11T14:09:02.581358] [INFO ] [FORECASTER] Starting predict_future for BOW
[2025-10-11T14:09:02.606602] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:02.607414] [DEBUG] [LOCAL     ] No optimal features file found for BOW: ./output/feature-sets/BOW.txt
[2025-10-11T14:09:02.607469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:02.607521] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:02.607550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:02.607607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:02.625485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:02.626069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:02.626151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:02.626185] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:02.660789] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:02.660927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:02.660967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:02.660997] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:02.664315] [DEBUG] [FORECASTER] BOW: Forecast T+1@11:T+2@11: DOWN (p=46.73%)
[2025-10-11T14:09:02.664582] [INFO ] [FORECASTER] Completed predict_future for BOW
[2025-10-11T14:09:02.664749] [INFO ] [sig       ] BOW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:02.805089] [INFO ] [LOCAL     ] Saved forecast: BOW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BOW.txt
[2025-10-11T14:09:02.805329] [INFO ] [sig       ] [283/1823] Completed BOW in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.3m
[2025-10-11T14:09:02.805373] [INFO ] [sig       ] [284/1823] Forecasting BOX...
[2025-10-11T14:09:02.805405] [INFO ] [sig       ] Generating forecast for: BOX
[2025-10-11T14:09:02.805437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-10-11T14:09:02.814888] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BOX'.
[2025-10-11T14:09:02.815198] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-10-11T14:09:02.840238] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:02.841074] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-10-11T14:09:02.841131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:02.841166] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:02.841196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:02.841262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:02.858490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:02.859420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:02.859513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:02.859548] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:02.894056] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:02.894237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:02.894280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:02.894311] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:02.897906] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-10-11T14:09:02.898190] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-10-11T14:09:02.898334] [INFO ] [sig       ] BOX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:03.044847] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BOX.txt
[2025-10-11T14:09:03.045087] [INFO ] [sig       ] [284/1823] Completed BOX in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.3m
[2025-10-11T14:09:03.045132] [INFO ] [sig       ] [285/1823] Forecasting BP...
[2025-10-11T14:09:03.045164] [INFO ] [sig       ] Generating forecast for: BP
[2025-10-11T14:09:03.045196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-10-11T14:09:03.055484] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BP'.
[2025-10-11T14:09:03.055839] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-10-11T14:09:03.083140] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:03.084246] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-10-11T14:09:03.084317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:03.084368] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:03.084416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:03.084505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:03.104468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:03.105182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:03.105270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:03.105306] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:03.142842] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:03.142957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:03.142998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:03.143029] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:03.146530] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-10-11T14:09:03.146862] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-10-11T14:09:03.147017] [INFO ] [sig       ] BP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:03.291909] [INFO ] [LOCAL     ] Saved forecast: BP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BP.txt
[2025-10-11T14:09:03.292125] [INFO ] [sig       ] [285/1823] Completed BP in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.3m
[2025-10-11T14:09:03.292168] [INFO ] [sig       ] [286/1823] Forecasting BR...
[2025-10-11T14:09:03.292199] [INFO ] [sig       ] Generating forecast for: BR
[2025-10-11T14:09:03.292232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'.
[2025-10-11T14:09:03.301939] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BR'.
[2025-10-11T14:09:03.302210] [INFO ] [FORECASTER] Starting predict_future for BR
[2025-10-11T14:09:03.327571] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:03.328333] [DEBUG] [LOCAL     ] No optimal features file found for BR: ./output/feature-sets/BR.txt
[2025-10-11T14:09:03.328388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:03.328422] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:03.328451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:03.328508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:03.346341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:03.346959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:03.347043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:03.347078] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:03.386537] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:03.386689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:03.386746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:03.386779] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:03.390043] [DEBUG] [FORECASTER] BR: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-10-11T14:09:03.390309] [INFO ] [FORECASTER] Completed predict_future for BR
[2025-10-11T14:09:03.390442] [INFO ] [sig       ] BR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:03.532933] [INFO ] [LOCAL     ] Saved forecast: BR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BR.txt
[2025-10-11T14:09:03.533149] [INFO ] [sig       ] [286/1823] Completed BR in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.3m
[2025-10-11T14:09:03.533192] [INFO ] [sig       ] [287/1823] Forecasting BRBR...
[2025-10-11T14:09:03.533223] [INFO ] [sig       ] Generating forecast for: BRBR
[2025-10-11T14:09:03.533255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'.
[2025-10-11T14:09:03.543287] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRBR'.
[2025-10-11T14:09:03.543623] [INFO ] [FORECASTER] Starting predict_future for BRBR
[2025-10-11T14:09:03.569313] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:03.570182] [DEBUG] [LOCAL     ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt
[2025-10-11T14:09:03.570242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:03.570277] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:03.570306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:03.570365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:03.587558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:03.588274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:03.588366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:03.588402] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:03.624577] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:03.624752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:03.624804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:03.624837] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:03.630785] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-10-11T14:09:03.631065] [INFO ] [FORECASTER] Completed predict_future for BRBR
[2025-10-11T14:09:03.631201] [INFO ] [sig       ] BRBR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:03.777221] [INFO ] [LOCAL     ] Saved forecast: BRBR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BRBR.txt
[2025-10-11T14:09:03.777445] [INFO ] [sig       ] [287/1823] Completed BRBR in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:03.777489] [INFO ] [sig       ] [288/1823] Forecasting BRC...
[2025-10-11T14:09:03.777522] [INFO ] [sig       ] Generating forecast for: BRC
[2025-10-11T14:09:03.777555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-10-11T14:09:03.787005] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRC'.
[2025-10-11T14:09:03.787302] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-10-11T14:09:03.812608] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:03.813380] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-10-11T14:09:03.813439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:03.813475] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:03.813551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:03.813619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:03.831089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:03.831629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:03.831735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:03.831773] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:03.871916] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:03.872042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:03.872082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:03.872111] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:03.875399] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-10-11T14:09:03.875687] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-10-11T14:09:03.875839] [INFO ] [sig       ] BRC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:04.022569] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BRC.txt
[2025-10-11T14:09:04.022862] [INFO ] [sig       ] [288/1823] Completed BRC in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:04.022960] [INFO ] [sig       ] [289/1823] Forecasting BRCC...
[2025-10-11T14:09:04.023016] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-10-11T14:09:04.023050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-10-11T14:09:04.033560] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRCC'.
[2025-10-11T14:09:04.033911] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-10-11T14:09:04.059557] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:04.060356] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-10-11T14:09:04.060417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:04.060452] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:04.060481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:04.060539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:04.078191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:04.078923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:04.079008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:04.079043] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:04.117669] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:04.117849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:04.117903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:04.117941] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:04.121585] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-10-11T14:09:04.121894] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-10-11T14:09:04.122040] [INFO ] [sig       ] BRCC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:04.266372] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BRCC.txt
[2025-10-11T14:09:04.266618] [INFO ] [sig       ] [289/1823] Completed BRCC in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:04.266703] [INFO ] [sig       ] [290/1823] Forecasting BRO...
[2025-10-11T14:09:04.266745] [INFO ] [sig       ] Generating forecast for: BRO
[2025-10-11T14:09:04.266780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-10-11T14:09:04.276494] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRO'.
[2025-10-11T14:09:04.276843] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-10-11T14:09:04.302929] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:04.303632] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-10-11T14:09:04.303711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:04.303766] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:04.303797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:04.303865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:04.321349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:04.321979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:04.322060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:04.322095] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:04.361045] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:04.361161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:04.361201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:04.361230] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:04.364639] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-10-11T14:09:04.364947] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-10-11T14:09:04.365085] [INFO ] [sig       ] BRO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:04.506327] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BRO.txt
[2025-10-11T14:09:04.506537] [INFO ] [sig       ] [290/1823] Completed BRO in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:04.506581] [INFO ] [sig       ] [291/1823] Forecasting BROS...
[2025-10-11T14:09:04.506678] [INFO ] [sig       ] Generating forecast for: BROS
[2025-10-11T14:09:04.506734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-10-11T14:09:04.515773] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BROS'.
[2025-10-11T14:09:04.516078] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-10-11T14:09:04.541205] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:04.541981] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-10-11T14:09:04.542038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:04.542073] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:04.542103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:04.542162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:04.559423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:04.560084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:04.560169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:04.560203] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:04.597839] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:04.598325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:04.598363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:04.598391] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:04.602289] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-10-11T14:09:04.602545] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-10-11T14:09:04.602712] [INFO ] [sig       ] BROS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:04.745333] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BROS.txt
[2025-10-11T14:09:04.745551] [INFO ] [sig       ] [291/1823] Completed BROS in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:04.745594] [INFO ] [sig       ] [292/1823] Forecasting BRSP...
[2025-10-11T14:09:04.745625] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-10-11T14:09:04.745691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-10-11T14:09:04.755619] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRSP'.
[2025-10-11T14:09:04.755913] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-10-11T14:09:04.781280] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:04.782086] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-10-11T14:09:04.782142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:04.782177] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:04.782206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:04.782264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:04.799733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:04.800377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:04.800458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:04.800492] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:04.840423] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:04.840580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:04.840622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:04.840688] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:04.844212] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=74.99%)
[2025-10-11T14:09:04.844487] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-10-11T14:09:04.844625] [INFO ] [sig       ] BRSP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:04.986856] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BRSP.txt
[2025-10-11T14:09:04.987073] [INFO ] [sig       ] [292/1823] Completed BRSP in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:04.987118] [INFO ] [sig       ] [293/1823] Forecasting BRW...
[2025-10-11T14:09:04.987149] [INFO ] [sig       ] Generating forecast for: BRW
[2025-10-11T14:09:04.987181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'.
[2025-10-11T14:09:04.996029] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRW'.
[2025-10-11T14:09:04.996324] [INFO ] [FORECASTER] Starting predict_future for BRW
[2025-10-11T14:09:05.026238] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:05.027130] [DEBUG] [LOCAL     ] No optimal features file found for BRW: ./output/feature-sets/BRW.txt
[2025-10-11T14:09:05.027187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:05.027223] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:05.027254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:05.027315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:05.047331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:05.048042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:05.048126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:05.048163] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:05.087721] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:05.087911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:05.087967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:05.088000] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:05.092089] [DEBUG] [FORECASTER] BRW: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-10-11T14:09:05.092501] [INFO ] [FORECASTER] Completed predict_future for BRW
[2025-10-11T14:09:05.092699] [INFO ] [sig       ] BRW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:05.235197] [INFO ] [LOCAL     ] Saved forecast: BRW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BRW.txt
[2025-10-11T14:09:05.235412] [INFO ] [sig       ] [293/1823] Completed BRW in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:05.235456] [INFO ] [sig       ] [294/1823] Forecasting BRX...
[2025-10-11T14:09:05.235486] [INFO ] [sig       ] Generating forecast for: BRX
[2025-10-11T14:09:05.235518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-10-11T14:09:05.245535] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRX'.
[2025-10-11T14:09:05.245868] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-10-11T14:09:05.271208] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:05.271979] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-10-11T14:09:05.272043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:05.272076] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:05.272104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:05.272161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:05.290061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:05.290602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:05.290704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:05.290751] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:05.326030] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:05.326129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:05.326166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:05.326194] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:05.329391] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=44.97%)
[2025-10-11T14:09:05.329669] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-10-11T14:09:05.329823] [INFO ] [sig       ] BRX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:05.476961] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BRX.txt
[2025-10-11T14:09:05.477229] [INFO ] [sig       ] [294/1823] Completed BRX in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:05.477279] [INFO ] [sig       ] [295/1823] Forecasting BSAC...
[2025-10-11T14:09:05.477311] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-10-11T14:09:05.477344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-10-11T14:09:05.486692] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSAC'.
[2025-10-11T14:09:05.486966] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-10-11T14:09:05.512323] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:05.513164] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-10-11T14:09:05.513219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:05.513252] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:05.513280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:05.513338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:05.530615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:05.531192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:05.531272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:05.531306] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:05.569497] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:05.569732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:05.569791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:05.569825] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:05.573401] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-10-11T14:09:05.573704] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-10-11T14:09:05.573854] [INFO ] [sig       ] BSAC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:05.718439] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BSAC.txt
[2025-10-11T14:09:05.718731] [INFO ] [sig       ] [295/1823] Completed BSAC in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:05.718793] [INFO ] [sig       ] [296/1823] Forecasting BSBR...
[2025-10-11T14:09:05.718828] [INFO ] [sig       ] Generating forecast for: BSBR
[2025-10-11T14:09:05.718866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'.
[2025-10-11T14:09:05.728469] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSBR'.
[2025-10-11T14:09:05.728975] [INFO ] [FORECASTER] Starting predict_future for BSBR
[2025-10-11T14:09:05.754137] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:05.754868] [DEBUG] [LOCAL     ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt
[2025-10-11T14:09:05.754927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:05.754960] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:05.754988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:05.755045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:05.771989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:05.772548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:05.772628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:05.772697] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:05.809584] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:05.809780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:05.809834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:05.809866] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:05.813398] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-10-11T14:09:05.813708] [INFO ] [FORECASTER] Completed predict_future for BSBR
[2025-10-11T14:09:05.813860] [INFO ] [sig       ] BSBR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:05.954442] [INFO ] [LOCAL     ] Saved forecast: BSBR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BSBR.txt
[2025-10-11T14:09:05.954670] [INFO ] [sig       ] [296/1823] Completed BSBR in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:05.954733] [INFO ] [sig       ] [297/1823] Forecasting BSL...
[2025-10-11T14:09:05.954766] [INFO ] [sig       ] Generating forecast for: BSL
[2025-10-11T14:09:05.954798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-10-11T14:09:05.963874] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSL'.
[2025-10-11T14:09:05.964149] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-10-11T14:09:05.989003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:05.989736] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-10-11T14:09:05.989793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:05.989842] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:05.989871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:05.989933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:06.007202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:06.007805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:06.007888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:06.007922] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:06.043802] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:06.044011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:06.044067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:06.044098] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:06.047909] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-10-11T14:09:06.048216] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-10-11T14:09:06.048362] [INFO ] [sig       ] BSL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:06.217962] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BSL.txt
[2025-10-11T14:09:06.218292] [INFO ] [sig       ] [297/1823] Completed BSL in 0.3s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:06.218374] [INFO ] [sig       ] [298/1823] Forecasting BSM...
[2025-10-11T14:09:06.218431] [INFO ] [sig       ] Generating forecast for: BSM
[2025-10-11T14:09:06.218476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-10-11T14:09:06.228623] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSM'.
[2025-10-11T14:09:06.229017] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-10-11T14:09:06.255661] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:06.256564] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-10-11T14:09:06.256683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:06.256735] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:06.256767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:06.256830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:06.274302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:06.275185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:06.275273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:06.275308] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:06.312266] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:06.312475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:06.312539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:06.312581] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:06.316401] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=33.30%)
[2025-10-11T14:09:06.316771] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-10-11T14:09:06.316945] [INFO ] [sig       ] BSM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:06.465346] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BSM.txt
[2025-10-11T14:09:06.465586] [INFO ] [sig       ] [298/1823] Completed BSM in 0.2s | 4.10 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:06.465630] [INFO ] [sig       ] [299/1823] Forecasting BST...
[2025-10-11T14:09:06.465700] [INFO ] [sig       ] Generating forecast for: BST
[2025-10-11T14:09:06.465746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BST' from 'https://tdm.silogroup.org/data/derivative_storage/BST.csv'.
[2025-10-11T14:09:06.475231] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BST'.
[2025-10-11T14:09:06.475570] [INFO ] [FORECASTER] Starting predict_future for BST
[2025-10-11T14:09:06.502008] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:06.503015] [DEBUG] [LOCAL     ] No optimal features file found for BST: ./output/feature-sets/BST.txt
[2025-10-11T14:09:06.503079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:06.503118] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:06.503152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:06.503228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:06.527293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:06.528434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:06.528547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:06.528587] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:06.574625] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:06.574883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:06.574962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:06.575011] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:06.579707] [DEBUG] [FORECASTER] BST: Forecast T+1@11:T+2@11: DOWN (p=33.81%)
[2025-10-11T14:09:06.580071] [INFO ] [FORECASTER] Completed predict_future for BST
[2025-10-11T14:09:06.580245] [INFO ] [sig       ] BST: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:06.742686] [INFO ] [LOCAL     ] Saved forecast: BST	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BST.txt
[2025-10-11T14:09:06.742958] [INFO ] [sig       ] [299/1823] Completed BST in 0.3s | 4.09 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:06.743005] [INFO ] [sig       ] [300/1823] Forecasting BSTZ...
[2025-10-11T14:09:06.743038] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-10-11T14:09:06.743071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-10-11T14:09:06.753374] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSTZ'.
[2025-10-11T14:09:06.753770] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-10-11T14:09:06.781570] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:06.782467] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-10-11T14:09:06.782523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:06.782559] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:06.782588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:06.782676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:06.800094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:06.800679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:06.800767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:06.800801] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:06.835605] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:06.835721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:06.835769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:06.835800] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:06.839070] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-10-11T14:09:06.839325] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-10-11T14:09:06.839465] [INFO ] [sig       ] BSTZ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:06.981233] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BSTZ.txt
[2025-10-11T14:09:06.981497] [INFO ] [sig       ] [300/1823] Completed BSTZ in 0.2s | 4.09 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:06.981539] [INFO ] [sig       ] [301/1823] Forecasting BSX...
[2025-10-11T14:09:06.981571] [INFO ] [sig       ] Generating forecast for: BSX
[2025-10-11T14:09:06.981604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-10-11T14:09:06.991287] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSX'.
[2025-10-11T14:09:06.991704] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-10-11T14:09:07.017018] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:07.017827] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-10-11T14:09:07.017883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:07.017970] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:07.018008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:07.018066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:07.035335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:07.036124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:07.036211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:07.036246] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:07.079826] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:07.079989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:07.080031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:07.080061] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:07.083667] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-10-11T14:09:07.083966] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-10-11T14:09:07.084104] [INFO ] [sig       ] BSX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:07.227428] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BSX.txt
[2025-10-11T14:09:07.227736] [INFO ] [sig       ] [301/1823] Completed BSX in 0.2s | 4.09 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:07.227802] [INFO ] [sig       ] [302/1823] Forecasting BTA...
[2025-10-11T14:09:07.227837] [INFO ] [sig       ] Generating forecast for: BTA
[2025-10-11T14:09:07.227872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-10-11T14:09:07.237702] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTA'.
[2025-10-11T14:09:07.238104] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-10-11T14:09:07.264199] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:07.265067] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-10-11T14:09:07.265123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:07.265160] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:07.265189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:07.265248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:07.283017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:07.283973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:07.284063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:07.284099] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:07.315243] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:07.315436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:07.315482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:07.315514] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:07.319180] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-10-11T14:09:07.319474] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-10-11T14:09:07.319613] [INFO ] [sig       ] BTA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:07.468355] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BTA.txt
[2025-10-11T14:09:07.468616] [INFO ] [sig       ] [302/1823] Completed BTA in 0.2s | 4.09 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:07.468692] [INFO ] [sig       ] [303/1823] Forecasting BTCM...
[2025-10-11T14:09:07.468739] [INFO ] [sig       ] Generating forecast for: BTCM
[2025-10-11T14:09:07.468773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCM' from 'https://tdm.silogroup.org/data/derivative_storage/BTCM.csv'.
[2025-10-11T14:09:07.478505] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'BTCM'.
[2025-10-11T14:09:07.478801] [INFO ] [FORECASTER] Starting predict_future for BTCM
[2025-10-11T14:09:07.504434] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:07.505165] [DEBUG] [LOCAL     ] No optimal features file found for BTCM: ./output/feature-sets/BTCM.txt
[2025-10-11T14:09:07.505220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:07.505254] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:07.505282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:07.505339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:07.522597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:07.523166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:07.523245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:07.523279] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:07.566940] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:07.567132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:07.567176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:07.567208] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:07.571245] [DEBUG] [FORECASTER] BTCM: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-10-11T14:09:07.571555] [INFO ] [FORECASTER] Completed predict_future for BTCM
[2025-10-11T14:09:07.571732] [INFO ] [sig       ] BTCM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:07.719811] [INFO ] [LOCAL     ] Saved forecast: BTCM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BTCM.txt
[2025-10-11T14:09:07.720024] [INFO ] [sig       ] [303/1823] Completed BTCM in 0.3s | 4.09 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:07.720069] [INFO ] [sig       ] [304/1823] Forecasting BTE...
[2025-10-11T14:09:07.720100] [INFO ] [sig       ] Generating forecast for: BTE
[2025-10-11T14:09:07.720133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-10-11T14:09:07.729562] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTE'.
[2025-10-11T14:09:07.729881] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-10-11T14:09:07.754846] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:07.755528] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-10-11T14:09:07.755582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:07.755630] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:07.755696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:07.755768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:07.773182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:07.773748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:07.773828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:07.773861] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:07.819916] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:07.820025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:07.820069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:07.820099] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:07.823360] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-10-11T14:09:07.823620] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-10-11T14:09:07.823789] [INFO ] [sig       ] BTE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:07.966004] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BTE.txt
[2025-10-11T14:09:07.966214] [INFO ] [sig       ] [304/1823] Completed BTE in 0.2s | 4.09 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:07.966257] [INFO ] [sig       ] [305/1823] Forecasting BTO...
[2025-10-11T14:09:07.966288] [INFO ] [sig       ] Generating forecast for: BTO
[2025-10-11T14:09:07.966320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'.
[2025-10-11T14:09:07.975398] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTO'.
[2025-10-11T14:09:07.975692] [INFO ] [FORECASTER] Starting predict_future for BTO
[2025-10-11T14:09:08.000742] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:08.001493] [DEBUG] [LOCAL     ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt
[2025-10-11T14:09:08.001548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:08.001582] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:08.001611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:08.001690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:08.019165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:08.019740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:08.019821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:08.019855] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:08.067934] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:08.068121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:08.068166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:08.068196] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:08.073165] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-10-11T14:09:08.073582] [INFO ] [FORECASTER] Completed predict_future for BTO
[2025-10-11T14:09:08.073826] [INFO ] [sig       ] BTO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:08.222131] [INFO ] [LOCAL     ] Saved forecast: BTO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BTO.txt
[2025-10-11T14:09:08.222349] [INFO ] [sig       ] [305/1823] Completed BTO in 0.3s | 4.09 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:08.222392] [INFO ] [sig       ] [306/1823] Forecasting BTT...
[2025-10-11T14:09:08.222423] [INFO ] [sig       ] Generating forecast for: BTT
[2025-10-11T14:09:08.222455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'.
[2025-10-11T14:09:08.231737] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTT'.
[2025-10-11T14:09:08.232030] [INFO ] [FORECASTER] Starting predict_future for BTT
[2025-10-11T14:09:08.257857] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:08.258561] [DEBUG] [LOCAL     ] No optimal features file found for BTT: ./output/feature-sets/BTT.txt
[2025-10-11T14:09:08.258616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:08.258681] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:08.258729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:08.258791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:08.276742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:08.277297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:08.277381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:08.277416] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:08.319292] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:08.319388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:08.319426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:08.319456] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:08.322858] [DEBUG] [FORECASTER] BTT: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-10-11T14:09:08.323129] [INFO ] [FORECASTER] Completed predict_future for BTT
[2025-10-11T14:09:08.323274] [INFO ] [sig       ] BTT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:08.466580] [INFO ] [LOCAL     ] Saved forecast: BTT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BTT.txt
[2025-10-11T14:09:08.466874] [INFO ] [sig       ] [306/1823] Completed BTT in 0.2s | 4.09 sym/s | Total: 1.2m | ETA: 6.2m
[2025-10-11T14:09:08.466925] [INFO ] [sig       ] [307/1823] Forecasting BTU...
[2025-10-11T14:09:08.466957] [INFO ] [sig       ] Generating forecast for: BTU
[2025-10-11T14:09:08.466990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'.
[2025-10-11T14:09:08.477170] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTU'.
[2025-10-11T14:09:08.477580] [INFO ] [FORECASTER] Starting predict_future for BTU
[2025-10-11T14:09:08.503578] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:08.504480] [DEBUG] [LOCAL     ] No optimal features file found for BTU: ./output/feature-sets/BTU.txt
[2025-10-11T14:09:08.504542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:08.504578] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:08.504608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:08.504691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:08.522566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:08.523493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:08.523586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:08.523623] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:08.570008] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:08.570118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:08.570156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:08.570187] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:08.573556] [DEBUG] [FORECASTER] BTU: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-10-11T14:09:08.573861] [INFO ] [FORECASTER] Completed predict_future for BTU
[2025-10-11T14:09:08.574044] [INFO ] [sig       ] BTU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:08.718592] [INFO ] [LOCAL     ] Saved forecast: BTU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BTU.txt
[2025-10-11T14:09:08.718841] [INFO ] [sig       ] [307/1823] Completed BTU in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.2m
[2025-10-11T14:09:08.718895] [INFO ] [sig       ] [308/1823] Forecasting BTZ...
[2025-10-11T14:09:08.718928] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-10-11T14:09:08.718960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-10-11T14:09:08.730164] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BTZ'.
[2025-10-11T14:09:08.730610] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-10-11T14:09:08.762246] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:08.763132] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-10-11T14:09:08.763190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:08.763227] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:08.763257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:08.763345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:08.782222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:08.783128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:08.783224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:08.783261] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:08.828460] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:08.828670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:08.828735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:08.828771] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:08.832491] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-10-11T14:09:08.832836] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-10-11T14:09:08.833007] [INFO ] [sig       ] BTZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:08.988094] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BTZ.txt
[2025-10-11T14:09:08.988348] [INFO ] [sig       ] [308/1823] Completed BTZ in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.2m
[2025-10-11T14:09:08.988405] [INFO ] [sig       ] [309/1823] Forecasting BUD...
[2025-10-11T14:09:08.988480] [INFO ] [sig       ] Generating forecast for: BUD
[2025-10-11T14:09:08.988538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-10-11T14:09:08.998843] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BUD'.
[2025-10-11T14:09:08.999178] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-10-11T14:09:09.024896] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:09.025810] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-10-11T14:09:09.025873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:09.025908] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:09.025936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:09.025999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:09.043878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:09.044474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:09.044557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:09.044591] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:09.084971] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:09.085060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:09.085115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:09.085145] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:09.088273] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=61.99%)
[2025-10-11T14:09:09.088537] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-10-11T14:09:09.088714] [INFO ] [sig       ] BUD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:09.239834] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BUD.txt
[2025-10-11T14:09:09.240083] [INFO ] [sig       ] [309/1823] Completed BUD in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.2m
[2025-10-11T14:09:09.240128] [INFO ] [sig       ] [310/1823] Forecasting BUI...
[2025-10-11T14:09:09.240158] [INFO ] [sig       ] Generating forecast for: BUI
[2025-10-11T14:09:09.240190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-10-11T14:09:09.250346] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BUI'.
[2025-10-11T14:09:09.250621] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-10-11T14:09:09.275514] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:09.276239] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-10-11T14:09:09.276297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:09.276331] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:09.276359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:09.276416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:09.293965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:09.294521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:09.294603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:09.294638] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:09.337415] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:09.337518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:09.337555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:09.337586] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:09.340809] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-10-11T14:09:09.341107] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-10-11T14:09:09.341252] [INFO ] [sig       ] BUI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:09.489570] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BUI.txt
[2025-10-11T14:09:09.489848] [INFO ] [sig       ] [310/1823] Completed BUI in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.2m
[2025-10-11T14:09:09.489906] [INFO ] [sig       ] [311/1823] Forecasting BUR...
[2025-10-11T14:09:09.489944] [INFO ] [sig       ] Generating forecast for: BUR
[2025-10-11T14:09:09.490039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'.
[2025-10-11T14:09:09.499946] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BUR'.
[2025-10-11T14:09:09.500228] [INFO ] [FORECASTER] Starting predict_future for BUR
[2025-10-11T14:09:09.525829] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:09.526504] [DEBUG] [LOCAL     ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt
[2025-10-11T14:09:09.526558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:09.526617] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:09.526707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:09.526779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:09.544000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:09.544547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:09.544632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:09.544703] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:09.586915] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:09.587015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:09.587059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:09.587094] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:09.590245] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-10-11T14:09:09.590516] [INFO ] [FORECASTER] Completed predict_future for BUR
[2025-10-11T14:09:09.590688] [INFO ] [sig       ] BUR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:09.733872] [INFO ] [LOCAL     ] Saved forecast: BUR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BUR.txt
[2025-10-11T14:09:09.734107] [INFO ] [sig       ] [311/1823] Completed BUR in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.2m
[2025-10-11T14:09:09.734150] [INFO ] [sig       ] [312/1823] Forecasting BURL...
[2025-10-11T14:09:09.734180] [INFO ] [sig       ] Generating forecast for: BURL
[2025-10-11T14:09:09.734210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-10-11T14:09:09.743850] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BURL'.
[2025-10-11T14:09:09.744150] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-10-11T14:09:09.770285] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:09.771021] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-10-11T14:09:09.771077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:09.771137] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:09.771207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:09.771282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:09.788784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:09.789318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:09.789397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:09.789430] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:09.833697] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:09.833798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:09.833837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:09.833866] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:09.837189] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-10-11T14:09:09.837452] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-10-11T14:09:09.837593] [INFO ] [sig       ] BURL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:09.981403] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BURL.txt
[2025-10-11T14:09:09.981661] [INFO ] [sig       ] [312/1823] Completed BURL in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.2m
[2025-10-11T14:09:09.981724] [INFO ] [sig       ] [313/1823] Forecasting BUXX...
[2025-10-11T14:09:09.981758] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-10-11T14:09:09.981790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-10-11T14:09:09.991222] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BUXX'.
[2025-10-11T14:09:09.991528] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-10-11T14:09:10.016259] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:10.017007] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-10-11T14:09:10.017062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:10.017097] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:10.017125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:10.017183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:10.034360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:10.034952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:10.035034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:10.035069] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:10.075304] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:10.075419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:10.075459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:10.075488] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:10.078813] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=33.59%)
[2025-10-11T14:09:10.079079] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-10-11T14:09:10.079234] [INFO ] [sig       ] BUXX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:10.219417] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BUXX.txt
[2025-10-11T14:09:10.219669] [INFO ] [sig       ] [313/1823] Completed BUXX in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.2m
[2025-10-11T14:09:10.219732] [INFO ] [sig       ] [314/1823] Forecasting BV...
[2025-10-11T14:09:10.219766] [INFO ] [sig       ] Generating forecast for: BV
[2025-10-11T14:09:10.219798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'.
[2025-10-11T14:09:10.228434] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BV'.
[2025-10-11T14:09:10.228737] [INFO ] [FORECASTER] Starting predict_future for BV
[2025-10-11T14:09:10.253460] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:10.254169] [DEBUG] [LOCAL     ] No optimal features file found for BV: ./output/feature-sets/BV.txt
[2025-10-11T14:09:10.254257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:10.254298] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:10.254326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:10.254383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:10.271566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:10.272150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:10.272234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:10.272268] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:10.311991] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:10.312085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:10.312122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:10.312150] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:10.315225] [DEBUG] [FORECASTER] BV: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-10-11T14:09:10.315480] [INFO ] [FORECASTER] Completed predict_future for BV
[2025-10-11T14:09:10.315618] [INFO ] [sig       ] BV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:10.455182] [INFO ] [LOCAL     ] Saved forecast: BV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BV.txt
[2025-10-11T14:09:10.455424] [INFO ] [sig       ] [314/1823] Completed BV in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:10.455468] [INFO ] [sig       ] [315/1823] Forecasting BW...
[2025-10-11T14:09:10.455499] [INFO ] [sig       ] Generating forecast for: BW
[2025-10-11T14:09:10.455530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'.
[2025-10-11T14:09:10.466417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BW'.
[2025-10-11T14:09:10.466741] [INFO ] [FORECASTER] Starting predict_future for BW
[2025-10-11T14:09:10.491777] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:10.492454] [DEBUG] [LOCAL     ] No optimal features file found for BW: ./output/feature-sets/BW.txt
[2025-10-11T14:09:10.492507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:10.492540] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:10.492568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:10.492625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:10.509604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:10.510203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:10.510284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:10.510317] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:10.546479] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:10.546580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:10.546677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:10.546727] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:10.549855] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-10-11T14:09:10.550112] [INFO ] [FORECASTER] Completed predict_future for BW
[2025-10-11T14:09:10.550248] [INFO ] [sig       ] BW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:10.691474] [INFO ] [LOCAL     ] Saved forecast: BW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BW.txt
[2025-10-11T14:09:10.691758] [INFO ] [sig       ] [315/1823] Completed BW in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:10.691833] [INFO ] [sig       ] [316/1823] Forecasting BWA...
[2025-10-11T14:09:10.691908] [INFO ] [sig       ] Generating forecast for: BWA
[2025-10-11T14:09:10.691996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-10-11T14:09:10.702210] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWA'.
[2025-10-11T14:09:10.702506] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-10-11T14:09:10.731423] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:10.732326] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-10-11T14:09:10.732383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:10.732418] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:10.732447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:10.732518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:10.755387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:10.756107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:10.756197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:10.756232] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:10.800077] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:10.800260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:10.800305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:10.800356] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:10.804025] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-10-11T14:09:10.804308] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-10-11T14:09:10.804458] [INFO ] [sig       ] BWA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:10.952993] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BWA.txt
[2025-10-11T14:09:10.953425] [INFO ] [sig       ] [316/1823] Completed BWA in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:10.953496] [INFO ] [sig       ] [317/1823] Forecasting BWG...
[2025-10-11T14:09:10.953551] [INFO ] [sig       ] Generating forecast for: BWG
[2025-10-11T14:09:10.953588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-10-11T14:09:10.965431] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWG'.
[2025-10-11T14:09:10.965780] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-10-11T14:09:10.992166] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:10.992907] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-10-11T14:09:10.992962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:10.992995] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:10.993023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:10.993081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:11.011116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:11.011817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:11.012044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:11.012099] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:11.075751] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:11.075973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:11.076071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:11.076150] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:11.080103] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-10-11T14:09:11.080390] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-10-11T14:09:11.080542] [INFO ] [sig       ] BWG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:11.239953] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BWG.txt
[2025-10-11T14:09:11.240199] [INFO ] [sig       ] [317/1823] Completed BWG in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:11.240242] [INFO ] [sig       ] [318/1823] Forecasting BWLP...
[2025-10-11T14:09:11.240272] [INFO ] [sig       ] Generating forecast for: BWLP
[2025-10-11T14:09:11.240304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWLP' from 'https://tdm.silogroup.org/data/derivative_storage/BWLP.csv'.
[2025-10-11T14:09:11.250342] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWLP'.
[2025-10-11T14:09:11.250610] [INFO ] [FORECASTER] Starting predict_future for BWLP
[2025-10-11T14:09:11.275344] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:11.276052] [DEBUG] [LOCAL     ] No optimal features file found for BWLP: ./output/feature-sets/BWLP.txt
[2025-10-11T14:09:11.276107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:11.276141] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:11.276168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:11.276269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:11.293497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:11.294066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:11.294148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:11.294181] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:11.332164] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:11.332260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:11.332296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:11.332325] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:11.335385] [DEBUG] [FORECASTER] BWLP: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-10-11T14:09:11.335636] [INFO ] [FORECASTER] Completed predict_future for BWLP
[2025-10-11T14:09:11.335804] [INFO ] [sig       ] BWLP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:11.477234] [INFO ] [LOCAL     ] Saved forecast: BWLP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BWLP.txt
[2025-10-11T14:09:11.477487] [INFO ] [sig       ] [318/1823] Completed BWLP in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:11.477531] [INFO ] [sig       ] [319/1823] Forecasting BWMX...
[2025-10-11T14:09:11.477561] [INFO ] [sig       ] Generating forecast for: BWMX
[2025-10-11T14:09:11.477593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMX' from 'https://tdm.silogroup.org/data/derivative_storage/BWMX.csv'.
[2025-10-11T14:09:11.487040] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWMX'.
[2025-10-11T14:09:11.487332] [INFO ] [FORECASTER] Starting predict_future for BWMX
[2025-10-11T14:09:11.513588] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:11.514343] [DEBUG] [LOCAL     ] No optimal features file found for BWMX: ./output/feature-sets/BWMX.txt
[2025-10-11T14:09:11.514398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:11.514432] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:11.514459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:11.514520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:11.532539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:11.533131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:11.533215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:11.533248] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:11.568764] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:11.568909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:11.568949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:11.568978] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:11.572435] [DEBUG] [FORECASTER] BWMX: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-10-11T14:09:11.572803] [INFO ] [FORECASTER] Completed predict_future for BWMX
[2025-10-11T14:09:11.572953] [INFO ] [sig       ] BWMX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:11.728376] [INFO ] [LOCAL     ] Saved forecast: BWMX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BWMX.txt
[2025-10-11T14:09:11.728827] [INFO ] [sig       ] [319/1823] Completed BWMX in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:11.728890] [INFO ] [sig       ] [320/1823] Forecasting BWSN...
[2025-10-11T14:09:11.728924] [INFO ] [sig       ] Generating forecast for: BWSN
[2025-10-11T14:09:11.728955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'.
[2025-10-11T14:09:11.738544] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWSN'.
[2025-10-11T14:09:11.738864] [INFO ] [FORECASTER] Starting predict_future for BWSN
[2025-10-11T14:09:11.765946] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:11.768092] [DEBUG] [LOCAL     ] No optimal features file found for BWSN: ./output/feature-sets/BWSN.txt
[2025-10-11T14:09:11.768252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:11.768289] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:11.768318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:11.768386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:11.785445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:11.786188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:11.786279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:11.786312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:11.819893] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:11.820034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:11.820074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:11.820103] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:11.824077] [DEBUG] [FORECASTER] BWSN: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-10-11T14:09:11.824353] [INFO ] [FORECASTER] Completed predict_future for BWSN
[2025-10-11T14:09:11.824496] [INFO ] [sig       ] BWSN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:11.964282] [INFO ] [LOCAL     ] Saved forecast: BWSN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BWSN.txt
[2025-10-11T14:09:11.964518] [INFO ] [sig       ] [320/1823] Completed BWSN in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:11.964562] [INFO ] [sig       ] [321/1823] Forecasting BWXT...
[2025-10-11T14:09:11.964592] [INFO ] [sig       ] Generating forecast for: BWXT
[2025-10-11T14:09:11.964624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'.
[2025-10-11T14:09:11.974571] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BWXT'.
[2025-10-11T14:09:11.974952] [INFO ] [FORECASTER] Starting predict_future for BWXT
[2025-10-11T14:09:12.000101] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:12.000858] [DEBUG] [LOCAL     ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt
[2025-10-11T14:09:12.000914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:12.000947] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:12.000974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:12.001032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:12.018076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:12.018844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:12.018930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:12.018964] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:12.054859] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:12.054986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:12.055024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:12.055053] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:12.058376] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: DOWN (p=43.19%)
[2025-10-11T14:09:12.058670] [INFO ] [FORECASTER] Completed predict_future for BWXT
[2025-10-11T14:09:12.058820] [INFO ] [sig       ] BWXT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:12.201446] [INFO ] [LOCAL     ] Saved forecast: BWXT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BWXT.txt
[2025-10-11T14:09:12.201703] [INFO ] [sig       ] [321/1823] Completed BWXT in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:12.201765] [INFO ] [sig       ] [322/1823] Forecasting BX...
[2025-10-11T14:09:12.201799] [INFO ] [sig       ] Generating forecast for: BX
[2025-10-11T14:09:12.201831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'.
[2025-10-11T14:09:12.211881] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BX'.
[2025-10-11T14:09:12.212210] [INFO ] [FORECASTER] Starting predict_future for BX
[2025-10-11T14:09:12.237435] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:12.238186] [DEBUG] [LOCAL     ] No optimal features file found for BX: ./output/feature-sets/BX.txt
[2025-10-11T14:09:12.238241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:12.238276] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:12.238305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:12.238362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:12.255443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:12.256057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:12.256157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:12.256198] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:12.293527] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:12.293703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:12.293763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:12.293797] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:12.298035] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-10-11T14:09:12.298321] [INFO ] [FORECASTER] Completed predict_future for BX
[2025-10-11T14:09:12.298468] [INFO ] [sig       ] BX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:12.450708] [INFO ] [LOCAL     ] Saved forecast: BX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BX.txt
[2025-10-11T14:09:12.450941] [INFO ] [sig       ] [322/1823] Completed BX in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:12.450987] [INFO ] [sig       ] [323/1823] Forecasting BXC...
[2025-10-11T14:09:12.451019] [INFO ] [sig       ] Generating forecast for: BXC
[2025-10-11T14:09:12.451052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-10-11T14:09:12.460703] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXC'.
[2025-10-11T14:09:12.461029] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-10-11T14:09:12.486004] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:12.486812] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-10-11T14:09:12.486867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:12.486900] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:12.486928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:12.486985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:12.503832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:12.504391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:12.504473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:12.504506] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:12.540637] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:12.540837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:12.540883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:12.540936] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:12.544675] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=65.61%)
[2025-10-11T14:09:12.544969] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-10-11T14:09:12.545117] [INFO ] [sig       ] BXC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:12.684960] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BXC.txt
[2025-10-11T14:09:12.685190] [INFO ] [sig       ] [323/1823] Completed BXC in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:12.685275] [INFO ] [sig       ] [324/1823] Forecasting BXMT...
[2025-10-11T14:09:12.685315] [INFO ] [sig       ] Generating forecast for: BXMT
[2025-10-11T14:09:12.685349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'.
[2025-10-11T14:09:12.695179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXMT'.
[2025-10-11T14:09:12.695497] [INFO ] [FORECASTER] Starting predict_future for BXMT
[2025-10-11T14:09:12.720309] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:12.721060] [DEBUG] [LOCAL     ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt
[2025-10-11T14:09:12.721114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:12.721148] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:12.721176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:12.721234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:12.738811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:12.739833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:12.739925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:12.739960] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:12.776614] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:12.776738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:12.776782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:12.776812] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:12.779961] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-10-11T14:09:12.780235] [INFO ] [FORECASTER] Completed predict_future for BXMT
[2025-10-11T14:09:12.780380] [INFO ] [sig       ] BXMT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:12.924598] [INFO ] [LOCAL     ] Saved forecast: BXMT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BXMT.txt
[2025-10-11T14:09:12.924937] [INFO ] [sig       ] [324/1823] Completed BXMT in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:12.924988] [INFO ] [sig       ] [325/1823] Forecasting BXMX...
[2025-10-11T14:09:12.925020] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-10-11T14:09:12.925052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-10-11T14:09:12.935102] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXMX'.
[2025-10-11T14:09:12.935405] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-10-11T14:09:12.960490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:12.961196] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-10-11T14:09:12.961251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:12.961285] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:12.961312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:12.961370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:12.978452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:12.979023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:12.979106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:12.979141] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:13.013962] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:13.014051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:13.014088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:13.014117] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:13.017486] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-10-11T14:09:13.017791] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-10-11T14:09:13.017926] [INFO ] [sig       ] BXMX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:13.157675] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BXMX.txt
[2025-10-11T14:09:13.157994] [INFO ] [sig       ] [325/1823] Completed BXMX in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:13.158041] [INFO ] [sig       ] [326/1823] Forecasting BXP...
[2025-10-11T14:09:13.158072] [INFO ] [sig       ] Generating forecast for: BXP
[2025-10-11T14:09:13.158105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-10-11T14:09:13.168270] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXP'.
[2025-10-11T14:09:13.168577] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-10-11T14:09:13.193815] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:13.194500] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-10-11T14:09:13.194554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:13.194587] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:13.194615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:13.194693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:13.213087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:13.213733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:13.213819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:13.213853] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:13.248382] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:13.248480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:13.248519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:13.248549] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:13.252038] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=61.37%)
[2025-10-11T14:09:13.252306] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-10-11T14:09:13.252446] [INFO ] [sig       ] BXP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:13.393752] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BXP.txt
[2025-10-11T14:09:13.394006] [INFO ] [sig       ] [326/1823] Completed BXP in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:13.394050] [INFO ] [sig       ] [327/1823] Forecasting BXSL...
[2025-10-11T14:09:13.394080] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-10-11T14:09:13.394112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-10-11T14:09:13.404917] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BXSL'.
[2025-10-11T14:09:13.405263] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-10-11T14:09:13.430828] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:13.431535] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-10-11T14:09:13.431590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:13.431624] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:13.431685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:13.431759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:13.448888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:13.449429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:13.449510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:13.449544] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:13.480247] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:13.480353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:13.480391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:13.480419] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:13.483811] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-10-11T14:09:13.484108] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-10-11T14:09:13.484251] [INFO ] [sig       ] BXSL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:13.625833] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BXSL.txt
[2025-10-11T14:09:13.626056] [INFO ] [sig       ] [327/1823] Completed BXSL in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:13.626101] [INFO ] [sig       ] [328/1823] Forecasting BYD...
[2025-10-11T14:09:13.626132] [INFO ] [sig       ] Generating forecast for: BYD
[2025-10-11T14:09:13.626164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-10-11T14:09:13.640276] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BYD'.
[2025-10-11T14:09:13.640665] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-10-11T14:09:13.665943] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:13.666632] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-10-11T14:09:13.666712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:13.666750] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:13.666777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:13.666835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:13.683743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:13.684280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:13.684373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:13.684427] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:13.720579] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:13.720703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:13.720753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:13.720783] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:13.723918] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2025-10-11T14:09:13.724181] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-10-11T14:09:13.724316] [INFO ] [sig       ] BYD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:13.865774] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BYD.txt
[2025-10-11T14:09:13.866019] [INFO ] [sig       ] [328/1823] Completed BYD in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:13.866073] [INFO ] [sig       ] [329/1823] Forecasting BYM...
[2025-10-11T14:09:13.866106] [INFO ] [sig       ] Generating forecast for: BYM
[2025-10-11T14:09:13.866138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-10-11T14:09:13.876359] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BYM'.
[2025-10-11T14:09:13.876890] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-10-11T14:09:13.902636] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:13.903444] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-10-11T14:09:13.903500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:13.903535] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:13.903564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:13.903622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:13.921397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:13.922266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:13.922360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:13.922395] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:13.961967] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:13.962101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:13.962138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:13.962167] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:13.965401] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-10-11T14:09:13.965694] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-10-11T14:09:13.965846] [INFO ] [sig       ] BYM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:14.107829] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/BYM.txt
[2025-10-11T14:09:14.108079] [INFO ] [sig       ] [329/1823] Completed BYM in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:14.108127] [INFO ] [sig       ] [330/1823] Forecasting BZH...
[2025-10-11T14:09:14.108159] [INFO ] [sig       ] Generating forecast for: BZH
[2025-10-11T14:09:14.108192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-10-11T14:09:14.118268] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BZH'.
[2025-10-11T14:09:14.118568] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-10-11T14:09:14.143890] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:14.144614] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-10-11T14:09:14.144696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:14.144742] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:14.144771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:14.144881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:14.163379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:14.164034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:14.164122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:14.164159] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:14.205762] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:14.205889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:14.205928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:14.205978] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:14.209609] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-10-11T14:09:14.209913] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-10-11T14:09:14.210058] [INFO ] [sig       ] BZH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:14.360954] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/BZH.txt
[2025-10-11T14:09:14.361228] [INFO ] [sig       ] [330/1823] Completed BZH in 0.3s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:14.361291] [INFO ] [sig       ] [331/1823] Forecasting C...
[2025-10-11T14:09:14.361325] [INFO ] [sig       ] Generating forecast for: C
[2025-10-11T14:09:14.361359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-10-11T14:09:14.371812] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'C'.
[2025-10-11T14:09:14.372176] [INFO ] [FORECASTER] Starting predict_future for C
[2025-10-11T14:09:14.401070] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:14.401945] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-10-11T14:09:14.402001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:14.402037] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:14.402067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:14.402128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:14.419983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:14.420762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:14.420895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:14.420950] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:14.464432] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:14.464609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:14.464677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:14.464729] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:14.468332] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-10-11T14:09:14.468618] [INFO ] [FORECASTER] Completed predict_future for C
[2025-10-11T14:09:14.468811] [INFO ] [sig       ] C: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:14.608849] [INFO ] [LOCAL     ] Saved forecast: C	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/C.txt
[2025-10-11T14:09:14.609139] [INFO ] [sig       ] [331/1823] Completed C in 0.2s | 4.09 sym/s | Total: 1.3m | ETA: 6.1m
[2025-10-11T14:09:14.609186] [INFO ] [sig       ] [332/1823] Forecasting CAAP...
[2025-10-11T14:09:14.609217] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-10-11T14:09:14.609250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-10-11T14:09:14.620174] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAAP'.
[2025-10-11T14:09:14.620554] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-10-11T14:09:14.645759] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:14.646438] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-10-11T14:09:14.646492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:14.646526] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:14.646553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:14.646622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:14.664449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:14.665445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:14.665540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:14.665575] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:14.707849] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:14.708042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:14.708087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:14.708119] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:14.712035] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-10-11T14:09:14.712425] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-10-11T14:09:14.712631] [INFO ] [sig       ] CAAP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:14.856467] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CAAP.txt
[2025-10-11T14:09:14.856738] [INFO ] [sig       ] [332/1823] Completed CAAP in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.1m
[2025-10-11T14:09:14.856801] [INFO ] [sig       ] [333/1823] Forecasting CABO...
[2025-10-11T14:09:14.856836] [INFO ] [sig       ] Generating forecast for: CABO
[2025-10-11T14:09:14.856894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-10-11T14:09:14.866716] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CABO'.
[2025-10-11T14:09:14.867045] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-10-11T14:09:14.893121] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:14.893938] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-10-11T14:09:14.893994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:14.894030] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:14.894058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:14.894117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:14.911973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:14.912586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:14.912696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:14.912750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:14.952608] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:14.952818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:14.952909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:14.952942] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:14.957750] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=67.27%)
[2025-10-11T14:09:14.958091] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-10-11T14:09:14.958246] [INFO ] [sig       ] CABO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:15.103535] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CABO.txt
[2025-10-11T14:09:15.103803] [INFO ] [sig       ] [333/1823] Completed CABO in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.1m
[2025-10-11T14:09:15.103869] [INFO ] [sig       ] [334/1823] Forecasting CACI...
[2025-10-11T14:09:15.103936] [INFO ] [sig       ] Generating forecast for: CACI
[2025-10-11T14:09:15.103982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-10-11T14:09:15.113520] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CACI'.
[2025-10-11T14:09:15.113849] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-10-11T14:09:15.139801] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:15.140556] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-10-11T14:09:15.140613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:15.140675] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:15.140726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:15.140787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:15.158539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:15.159129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:15.159217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:15.159252] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:15.197244] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:15.197367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:15.197406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:15.197436] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:15.201278] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2025-10-11T14:09:15.201570] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-10-11T14:09:15.201743] [INFO ] [sig       ] CACI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:15.348597] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CACI.txt
[2025-10-11T14:09:15.348839] [INFO ] [sig       ] [334/1823] Completed CACI in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.1m
[2025-10-11T14:09:15.348893] [INFO ] [sig       ] [335/1823] Forecasting CADE...
[2025-10-11T14:09:15.348927] [INFO ] [sig       ] Generating forecast for: CADE
[2025-10-11T14:09:15.348959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-10-11T14:09:15.358377] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CADE'.
[2025-10-11T14:09:15.358702] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-10-11T14:09:15.385876] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:15.386688] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-10-11T14:09:15.386748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:15.386783] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:15.386814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:15.386873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:15.404678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:15.405246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:15.405330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:15.405366] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:15.453759] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:15.454669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:15.454735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:15.454789] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:15.458246] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-10-11T14:09:15.458513] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-10-11T14:09:15.458686] [INFO ] [sig       ] CADE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:15.601890] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CADE.txt
[2025-10-11T14:09:15.602156] [INFO ] [sig       ] [335/1823] Completed CADE in 0.3s | 4.09 sym/s | Total: 1.4m | ETA: 6.1m
[2025-10-11T14:09:15.602237] [INFO ] [sig       ] [336/1823] Forecasting CAE...
[2025-10-11T14:09:15.602287] [INFO ] [sig       ] Generating forecast for: CAE
[2025-10-11T14:09:15.602323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-10-11T14:09:15.613934] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAE'.
[2025-10-11T14:09:15.614315] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-10-11T14:09:15.640519] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:15.641287] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-10-11T14:09:15.641344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:15.641380] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:15.641410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:15.641469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:15.660109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:15.660916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:15.661007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:15.661042] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:15.704873] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:15.705064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:15.705107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:15.705137] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:15.708992] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-10-11T14:09:15.709275] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-10-11T14:09:15.709426] [INFO ] [sig       ] CAE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:15.853550] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CAE.txt
[2025-10-11T14:09:15.853863] [INFO ] [sig       ] [336/1823] Completed CAE in 0.3s | 4.09 sym/s | Total: 1.4m | ETA: 6.1m
[2025-10-11T14:09:15.853926] [INFO ] [sig       ] [337/1823] Forecasting CAF...
[2025-10-11T14:09:15.853960] [INFO ] [sig       ] Generating forecast for: CAF
[2025-10-11T14:09:15.853994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-10-11T14:09:15.863466] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAF'.
[2025-10-11T14:09:15.863745] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-10-11T14:09:15.888960] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:15.889666] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-10-11T14:09:15.889726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:15.889760] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:15.889788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:15.889845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:15.906985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:15.907588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:15.907696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:15.907747] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:15.947482] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:15.947602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:15.947660] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:15.947717] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:15.950996] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=31.83%)
[2025-10-11T14:09:15.951266] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-10-11T14:09:15.951404] [INFO ] [sig       ] CAF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:16.095441] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CAF.txt
[2025-10-11T14:09:16.095681] [INFO ] [sig       ] [337/1823] Completed CAF in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.1m
[2025-10-11T14:09:16.095741] [INFO ] [sig       ] [338/1823] Forecasting CAG...
[2025-10-11T14:09:16.095775] [INFO ] [sig       ] Generating forecast for: CAG
[2025-10-11T14:09:16.095808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-10-11T14:09:16.105700] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAG'.
[2025-10-11T14:09:16.105962] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-10-11T14:09:16.131713] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:16.132416] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-10-11T14:09:16.132470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:16.132503] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:16.132531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:16.132589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:16.149514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:16.150075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:16.150159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:16.150192] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:16.192085] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:16.192196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:16.192234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:16.192263] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:16.195457] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-10-11T14:09:16.195760] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-10-11T14:09:16.195907] [INFO ] [sig       ] CAG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:16.339252] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CAG.txt
[2025-10-11T14:09:16.339465] [INFO ] [sig       ] [338/1823] Completed CAG in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.1m
[2025-10-11T14:09:16.339506] [INFO ] [sig       ] [339/1823] Forecasting CAH...
[2025-10-11T14:09:16.339537] [INFO ] [sig       ] Generating forecast for: CAH
[2025-10-11T14:09:16.339570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-10-11T14:09:16.349676] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAH'.
[2025-10-11T14:09:16.349948] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-10-11T14:09:16.374954] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:16.375615] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-10-11T14:09:16.375693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:16.375737] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:16.375767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:16.375824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:16.393315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:16.393907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:16.393986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:16.394020] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:16.434624] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:16.434747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:16.434788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:16.434818] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:16.438044] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-10-11T14:09:16.438306] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-10-11T14:09:16.438450] [INFO ] [sig       ] CAH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:16.583372] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CAH.txt
[2025-10-11T14:09:16.583620] [INFO ] [sig       ] [339/1823] Completed CAH in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:16.583706] [INFO ] [sig       ] [340/1823] Forecasting CAL...
[2025-10-11T14:09:16.583752] [INFO ] [sig       ] Generating forecast for: CAL
[2025-10-11T14:09:16.583786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-10-11T14:09:16.594156] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAL'.
[2025-10-11T14:09:16.594527] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-10-11T14:09:16.620820] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:16.621614] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-10-11T14:09:16.621695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:16.621742] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:16.621772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:16.621832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:16.643157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:16.644306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:16.644429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:16.644484] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:16.686581] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:16.686757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:16.686806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:16.686836] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:16.690174] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-10-11T14:09:16.690438] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-10-11T14:09:16.690596] [INFO ] [sig       ] CAL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:16.831404] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CAL.txt
[2025-10-11T14:09:16.831671] [INFO ] [sig       ] [340/1823] Completed CAL in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:16.831734] [INFO ] [sig       ] [341/1823] Forecasting CALX...
[2025-10-11T14:09:16.831768] [INFO ] [sig       ] Generating forecast for: CALX
[2025-10-11T14:09:16.831809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-10-11T14:09:16.841788] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CALX'.
[2025-10-11T14:09:16.842139] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-10-11T14:09:16.867996] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:16.868839] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-10-11T14:09:16.868899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:16.868933] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:16.868961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:16.869019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:16.886217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:16.887148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:16.887251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:16.887285] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:16.929318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:16.929434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:16.929473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:16.929502] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:16.932797] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-10-11T14:09:16.933068] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-10-11T14:09:16.933212] [INFO ] [sig       ] CALX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:17.089038] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CALX.txt
[2025-10-11T14:09:17.089281] [INFO ] [sig       ] [341/1823] Completed CALX in 0.3s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:17.089324] [INFO ] [sig       ] [342/1823] Forecasting CAPL...
[2025-10-11T14:09:17.089355] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-10-11T14:09:17.089387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-10-11T14:09:17.098528] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAPL'.
[2025-10-11T14:09:17.098817] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-10-11T14:09:17.123860] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:17.124551] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-10-11T14:09:17.124605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:17.124637] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:17.124710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:17.124774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:17.141818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:17.142346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:17.142424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:17.142457] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:17.181910] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:17.182102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:17.182151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:17.182184] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:17.186134] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=36.45%)
[2025-10-11T14:09:17.186435] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-10-11T14:09:17.186616] [INFO ] [sig       ] CAPL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:17.334660] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CAPL.txt
[2025-10-11T14:09:17.334961] [INFO ] [sig       ] [342/1823] Completed CAPL in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:17.335010] [INFO ] [sig       ] [343/1823] Forecasting CARR...
[2025-10-11T14:09:17.335051] [INFO ] [sig       ] Generating forecast for: CARR
[2025-10-11T14:09:17.335085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'.
[2025-10-11T14:09:17.346639] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CARR'.
[2025-10-11T14:09:17.347030] [INFO ] [FORECASTER] Starting predict_future for CARR
[2025-10-11T14:09:17.371992] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:17.372748] [DEBUG] [LOCAL     ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt
[2025-10-11T14:09:17.372805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:17.372887] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:17.372925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:17.372984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:17.393396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:17.394300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:17.394413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:17.394467] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:17.435086] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:17.435205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:17.435245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:17.435275] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:17.438761] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-10-11T14:09:17.439034] [INFO ] [FORECASTER] Completed predict_future for CARR
[2025-10-11T14:09:17.439182] [INFO ] [sig       ] CARR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:17.579778] [INFO ] [LOCAL     ] Saved forecast: CARR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CARR.txt
[2025-10-11T14:09:17.580007] [INFO ] [sig       ] [343/1823] Completed CARR in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:17.580051] [INFO ] [sig       ] [344/1823] Forecasting CARS...
[2025-10-11T14:09:17.580084] [INFO ] [sig       ] Generating forecast for: CARS
[2025-10-11T14:09:17.580130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-10-11T14:09:17.590441] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CARS'.
[2025-10-11T14:09:17.590898] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-10-11T14:09:17.616379] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:17.617210] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-10-11T14:09:17.617267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:17.617302] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:17.617330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:17.617386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:17.634313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:17.634940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:17.635025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:17.635058] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:17.675932] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:17.676051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:17.676088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:17.676117] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:17.679376] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-10-11T14:09:17.679639] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-10-11T14:09:17.679817] [INFO ] [sig       ] CARS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:17.818961] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CARS.txt
[2025-10-11T14:09:17.819210] [INFO ] [sig       ] [344/1823] Completed CARS in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:17.819252] [INFO ] [sig       ] [345/1823] Forecasting CAT...
[2025-10-11T14:09:17.819283] [INFO ] [sig       ] Generating forecast for: CAT
[2025-10-11T14:09:17.819315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'.
[2025-10-11T14:09:17.829360] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAT'.
[2025-10-11T14:09:17.829722] [INFO ] [FORECASTER] Starting predict_future for CAT
[2025-10-11T14:09:17.854841] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:17.855544] [DEBUG] [LOCAL     ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt
[2025-10-11T14:09:17.855598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:17.855631] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:17.855708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:17.855779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:17.873484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:17.874069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:17.874151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:17.874185] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:17.917865] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:17.917994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:17.918033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:17.918062] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:17.921323] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: UP (p=71.12%)
[2025-10-11T14:09:17.921587] [INFO ] [FORECASTER] Completed predict_future for CAT
[2025-10-11T14:09:17.921770] [INFO ] [sig       ] CAT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:18.060430] [INFO ] [LOCAL     ] Saved forecast: CAT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CAT.txt
[2025-10-11T14:09:18.060711] [INFO ] [sig       ] [345/1823] Completed CAT in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:18.060775] [INFO ] [sig       ] [346/1823] Forecasting CATO...
[2025-10-11T14:09:18.060809] [INFO ] [sig       ] Generating forecast for: CATO
[2025-10-11T14:09:18.060841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-10-11T14:09:18.071478] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CATO'.
[2025-10-11T14:09:18.071825] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-10-11T14:09:18.097620] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:18.098400] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-10-11T14:09:18.098455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:18.098490] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:18.098518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:18.098577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:18.116922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:18.117579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:18.117700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:18.117759] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:18.160665] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:18.160898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:18.160993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:18.161048] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:18.165287] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-10-11T14:09:18.165680] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-10-11T14:09:18.165870] [INFO ] [sig       ] CATO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:18.306259] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CATO.txt
[2025-10-11T14:09:18.306515] [INFO ] [sig       ] [346/1823] Completed CATO in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:18.306577] [INFO ] [sig       ] [347/1823] Forecasting CAVA...
[2025-10-11T14:09:18.306665] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-10-11T14:09:18.306724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-10-11T14:09:18.317434] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CAVA'.
[2025-10-11T14:09:18.317796] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-10-11T14:09:18.343104] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:18.343875] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-10-11T14:09:18.343931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:18.343964] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:18.343993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:18.344050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:18.361814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:18.362555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:18.362676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:18.362733] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:18.402060] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:18.402214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:18.402254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:18.402282] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:18.405602] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-10-11T14:09:18.405898] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-10-11T14:09:18.406033] [INFO ] [sig       ] CAVA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:18.547340] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CAVA.txt
[2025-10-11T14:09:18.547559] [INFO ] [sig       ] [347/1823] Completed CAVA in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:18.547604] [INFO ] [sig       ] [348/1823] Forecasting CB...
[2025-10-11T14:09:18.547637] [INFO ] [sig       ] Generating forecast for: CB
[2025-10-11T14:09:18.547717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-10-11T14:09:18.557592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CB'.
[2025-10-11T14:09:18.557969] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-10-11T14:09:18.585954] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:18.586868] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-10-11T14:09:18.586925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:18.586960] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:18.586990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:18.587049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:18.605349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:18.605940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:18.606023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:18.606058] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:18.647085] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:18.647218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:18.647263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:18.647299] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:18.651425] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-10-11T14:09:18.651783] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-10-11T14:09:18.651951] [INFO ] [sig       ] CB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:18.819226] [INFO ] [LOCAL     ] Saved forecast: CB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CB.txt
[2025-10-11T14:09:18.819499] [INFO ] [sig       ] [348/1823] Completed CB in 0.3s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:18.819544] [INFO ] [sig       ] [349/1823] Forecasting CBAN...
[2025-10-11T14:09:18.819575] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-10-11T14:09:18.819608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-10-11T14:09:18.829195] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBAN'.
[2025-10-11T14:09:18.829488] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-10-11T14:09:18.854524] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:18.855278] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-10-11T14:09:18.855334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:18.855368] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:18.855396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:18.855453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:18.872331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:18.872920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:18.873006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:18.873040] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:18.912557] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:18.912772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:18.912824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:18.912855] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:18.916761] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-10-11T14:09:18.917031] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-10-11T14:09:18.917230] [INFO ] [sig       ] CBAN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:19.058077] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CBAN.txt
[2025-10-11T14:09:19.058353] [INFO ] [sig       ] [349/1823] Completed CBAN in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:19.058415] [INFO ] [sig       ] [350/1823] Forecasting CBL...
[2025-10-11T14:09:19.058460] [INFO ] [sig       ] Generating forecast for: CBL
[2025-10-11T14:09:19.058505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-10-11T14:09:19.069421] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBL'.
[2025-10-11T14:09:19.069784] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-10-11T14:09:19.095059] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:19.095782] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-10-11T14:09:19.095837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:19.095871] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:19.095899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:19.095956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:19.112855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:19.113458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:19.113542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:19.113576] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:19.147688] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:19.147810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:19.147850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:19.147879] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:19.151093] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=88.34%)
[2025-10-11T14:09:19.151357] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-10-11T14:09:19.151489] [INFO ] [sig       ] CBL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:19.291597] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CBL.txt
[2025-10-11T14:09:19.291891] [INFO ] [sig       ] [350/1823] Completed CBL in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:19.291942] [INFO ] [sig       ] [351/1823] Forecasting CBNA...
[2025-10-11T14:09:19.291975] [INFO ] [sig       ] Generating forecast for: CBNA
[2025-10-11T14:09:19.292007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNA' from 'https://tdm.silogroup.org/data/derivative_storage/CBNA.csv'.
[2025-10-11T14:09:19.301797] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBNA'.
[2025-10-11T14:09:19.302076] [INFO ] [FORECASTER] Starting predict_future for CBNA
[2025-10-11T14:09:19.327078] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:19.327815] [DEBUG] [LOCAL     ] No optimal features file found for CBNA: ./output/feature-sets/CBNA.txt
[2025-10-11T14:09:19.327873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:19.327906] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:19.327933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:19.327990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:19.345101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:19.345696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:19.345782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:19.345816] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:19.380291] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:19.380381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:19.380418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:19.380447] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:19.383625] [DEBUG] [FORECASTER] CBNA: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-10-11T14:09:19.383913] [INFO ] [FORECASTER] Completed predict_future for CBNA
[2025-10-11T14:09:19.384050] [INFO ] [sig       ] CBNA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:19.523703] [INFO ] [LOCAL     ] Saved forecast: CBNA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CBNA.txt
[2025-10-11T14:09:19.523927] [INFO ] [sig       ] [351/1823] Completed CBNA in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:19.523974] [INFO ] [sig       ] [352/1823] Forecasting CBRE...
[2025-10-11T14:09:19.524004] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-10-11T14:09:19.524037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-10-11T14:09:19.533314] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBRE'.
[2025-10-11T14:09:19.533613] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-10-11T14:09:19.558506] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:19.559240] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-10-11T14:09:19.559295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:19.559329] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:19.559357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:19.559414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:19.576309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:19.576939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:19.577021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:19.577054] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:19.609291] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:19.609438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:19.609478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:19.609506] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:19.612913] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-10-11T14:09:19.613181] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-10-11T14:09:19.613320] [INFO ] [sig       ] CBRE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:19.760392] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CBRE.txt
[2025-10-11T14:09:19.760760] [INFO ] [sig       ] [352/1823] Completed CBRE in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:19.760825] [INFO ] [sig       ] [353/1823] Forecasting CBT...
[2025-10-11T14:09:19.760860] [INFO ] [sig       ] Generating forecast for: CBT
[2025-10-11T14:09:19.760959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'.
[2025-10-11T14:09:19.770850] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBT'.
[2025-10-11T14:09:19.771148] [INFO ] [FORECASTER] Starting predict_future for CBT
[2025-10-11T14:09:19.797254] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:19.798037] [DEBUG] [LOCAL     ] No optimal features file found for CBT: ./output/feature-sets/CBT.txt
[2025-10-11T14:09:19.798092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:19.798135] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:19.798190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:19.798257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:19.815795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:19.816426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:19.816510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:19.816545] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:19.847327] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:19.847429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:19.847467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:19.847495] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:19.850861] [DEBUG] [FORECASTER] CBT: Forecast T+1@11:T+2@11: UP (p=56.97%)
[2025-10-11T14:09:19.851131] [INFO ] [FORECASTER] Completed predict_future for CBT
[2025-10-11T14:09:19.851261] [INFO ] [sig       ] CBT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:19.994400] [INFO ] [LOCAL     ] Saved forecast: CBT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CBT.txt
[2025-10-11T14:09:19.994684] [INFO ] [sig       ] [353/1823] Completed CBT in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:19.994748] [INFO ] [sig       ] [354/1823] Forecasting CBZ...
[2025-10-11T14:09:19.994783] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-10-11T14:09:19.994816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-10-11T14:09:20.004504] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CBZ'.
[2025-10-11T14:09:20.004825] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-10-11T14:09:20.030568] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:20.031321] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-10-11T14:09:20.031378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:20.031413] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:20.031443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:20.031504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:20.049324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:20.049950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:20.050034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:20.050068] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:20.092460] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:20.092585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:20.092625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:20.092691] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:20.096029] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=78.70%)
[2025-10-11T14:09:20.096299] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-10-11T14:09:20.096437] [INFO ] [sig       ] CBZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:20.238544] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CBZ.txt
[2025-10-11T14:09:20.238806] [INFO ] [sig       ] [354/1823] Completed CBZ in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:20.238871] [INFO ] [sig       ] [355/1823] Forecasting CC...
[2025-10-11T14:09:20.238905] [INFO ] [sig       ] Generating forecast for: CC
[2025-10-11T14:09:20.238940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-10-11T14:09:20.248819] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CC'.
[2025-10-11T14:09:20.249110] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-10-11T14:09:20.274289] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:20.275050] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-10-11T14:09:20.275122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:20.275158] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:20.275186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:20.275246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:20.292441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:20.293060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:20.293144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:20.293178] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:20.328999] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:20.329134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:20.329173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:20.329204] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:20.332584] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=40.84%)
[2025-10-11T14:09:20.332922] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-10-11T14:09:20.333062] [INFO ] [sig       ] CC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:20.479387] [INFO ] [LOCAL     ] Saved forecast: CC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CC.txt
[2025-10-11T14:09:20.479699] [INFO ] [sig       ] [355/1823] Completed CC in 0.2s | 4.09 sym/s | Total: 1.4m | ETA: 6.0m
[2025-10-11T14:09:20.479761] [INFO ] [sig       ] [356/1823] Forecasting CCI...
[2025-10-11T14:09:20.479795] [INFO ] [sig       ] Generating forecast for: CCI
[2025-10-11T14:09:20.479828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-10-11T14:09:20.490517] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCI'.
[2025-10-11T14:09:20.490821] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-10-11T14:09:20.516186] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:20.516981] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-10-11T14:09:20.517070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:20.517110] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:20.517139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:20.517195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:20.534300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:20.534919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:20.535004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:20.535038] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:20.578921] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:20.579110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:20.579153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:20.579183] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:20.582882] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=29.58%)
[2025-10-11T14:09:20.583212] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-10-11T14:09:20.583372] [INFO ] [sig       ] CCI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:20.725195] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CCI.txt
[2025-10-11T14:09:20.725418] [INFO ] [sig       ] [356/1823] Completed CCI in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 6.0m
[2025-10-11T14:09:20.725462] [INFO ] [sig       ] [357/1823] Forecasting CCIF...
[2025-10-11T14:09:20.725493] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-10-11T14:09:20.725536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-10-11T14:09:20.734999] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCIF'.
[2025-10-11T14:09:20.735275] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-10-11T14:09:20.760430] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:20.761149] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-10-11T14:09:20.761203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:20.761236] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:20.761264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:20.761321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:20.778182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:20.778762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:20.778843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:20.778877] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:20.818939] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:20.819034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:20.819070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:20.819097] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:20.822225] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-10-11T14:09:20.822484] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-10-11T14:09:20.822624] [INFO ] [sig       ] CCIF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:20.962867] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CCIF.txt
[2025-10-11T14:09:20.963090] [INFO ] [sig       ] [357/1823] Completed CCIF in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 6.0m
[2025-10-11T14:09:20.963133] [INFO ] [sig       ] [358/1823] Forecasting CCJ...
[2025-10-11T14:09:20.963163] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-10-11T14:09:20.963194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-10-11T14:09:20.973527] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCJ'.
[2025-10-11T14:09:20.973846] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-10-11T14:09:20.999783] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:21.000783] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-10-11T14:09:21.000849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:21.000891] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:21.000927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:21.001003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:21.028318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:21.029073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:21.029163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:21.029196] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:21.068349] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:21.068531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:21.068576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:21.068606] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:21.072188] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=30.39%)
[2025-10-11T14:09:21.072495] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-10-11T14:09:21.072638] [INFO ] [sig       ] CCJ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:21.217906] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CCJ.txt
[2025-10-11T14:09:21.218271] [INFO ] [sig       ] [358/1823] Completed CCJ in 0.3s | 4.09 sym/s | Total: 1.5m | ETA: 6.0m
[2025-10-11T14:09:21.218350] [INFO ] [sig       ] [359/1823] Forecasting CCL...
[2025-10-11T14:09:21.218412] [INFO ] [sig       ] Generating forecast for: CCL
[2025-10-11T14:09:21.218470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-10-11T14:09:21.230095] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCL'.
[2025-10-11T14:09:21.230463] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-10-11T14:09:21.256615] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:21.257383] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-10-11T14:09:21.257438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:21.257471] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:21.257500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:21.257566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:21.274455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:21.275104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:21.275237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:21.275291] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:21.314069] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:21.314189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:21.314227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:21.314255] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:21.317379] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-10-11T14:09:21.317635] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-10-11T14:09:21.317813] [INFO ] [sig       ] CCL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:21.458618] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CCL.txt
[2025-10-11T14:09:21.458888] [INFO ] [sig       ] [359/1823] Completed CCL in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 6.0m
[2025-10-11T14:09:21.458935] [INFO ] [sig       ] [360/1823] Forecasting CCO...
[2025-10-11T14:09:21.458966] [INFO ] [sig       ] Generating forecast for: CCO
[2025-10-11T14:09:21.458998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-10-11T14:09:21.468885] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCO'.
[2025-10-11T14:09:21.469185] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-10-11T14:09:21.494280] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:21.495028] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-10-11T14:09:21.495082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:21.495116] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:21.495145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:21.495202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:21.512331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:21.512918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:21.513013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:21.513048] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:21.550324] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:21.550447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:21.550485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:21.550514] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:21.553923] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-10-11T14:09:21.554202] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-10-11T14:09:21.554339] [INFO ] [sig       ] CCO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:21.695899] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CCO.txt
[2025-10-11T14:09:21.696130] [INFO ] [sig       ] [360/1823] Completed CCO in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 6.0m
[2025-10-11T14:09:21.696173] [INFO ] [sig       ] [361/1823] Forecasting CCRD...
[2025-10-11T14:09:21.696204] [INFO ] [sig       ] Generating forecast for: CCRD
[2025-10-11T14:09:21.696236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRD' from 'https://tdm.silogroup.org/data/derivative_storage/CCRD.csv'.
[2025-10-11T14:09:21.705978] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'CCRD'.
[2025-10-11T14:09:21.706257] [INFO ] [FORECASTER] Starting predict_future for CCRD
[2025-10-11T14:09:21.731715] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:21.732439] [DEBUG] [LOCAL     ] No optimal features file found for CCRD: ./output/feature-sets/CCRD.txt
[2025-10-11T14:09:21.732494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:21.732528] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:21.732556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:21.732613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:21.749542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:21.750115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:21.750197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:21.750230] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:21.788910] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:21.789006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:21.789043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:21.789071] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:21.792168] [DEBUG] [FORECASTER] CCRD: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-10-11T14:09:21.792426] [INFO ] [FORECASTER] Completed predict_future for CCRD
[2025-10-11T14:09:21.792555] [INFO ] [sig       ] CCRD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:21.933433] [INFO ] [LOCAL     ] Saved forecast: CCRD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CCRD.txt
[2025-10-11T14:09:21.933687] [INFO ] [sig       ] [361/1823] Completed CCRD in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 6.0m
[2025-10-11T14:09:21.933749] [INFO ] [sig       ] [362/1823] Forecasting CCS...
[2025-10-11T14:09:21.933782] [INFO ] [sig       ] Generating forecast for: CCS
[2025-10-11T14:09:21.933815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-10-11T14:09:21.945455] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCS'.
[2025-10-11T14:09:21.945882] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-10-11T14:09:21.973972] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:21.974859] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-10-11T14:09:21.974939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:21.974976] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:21.975006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:21.975067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:21.993946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:21.994932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:21.995025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:21.995059] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:22.035599] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:22.035785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:22.035845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:22.035877] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:22.041421] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2025-10-11T14:09:22.041775] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-10-11T14:09:22.041920] [INFO ] [sig       ] CCS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:22.187840] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CCS.txt
[2025-10-11T14:09:22.188141] [INFO ] [sig       ] [362/1823] Completed CCS in 0.3s | 4.09 sym/s | Total: 1.5m | ETA: 6.0m
[2025-10-11T14:09:22.188203] [INFO ] [sig       ] [363/1823] Forecasting CCU...
[2025-10-11T14:09:22.188238] [INFO ] [sig       ] Generating forecast for: CCU
[2025-10-11T14:09:22.188269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'.
[2025-10-11T14:09:22.200056] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CCU'.
[2025-10-11T14:09:22.200385] [INFO ] [FORECASTER] Starting predict_future for CCU
[2025-10-11T14:09:22.225971] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:22.226746] [DEBUG] [LOCAL     ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt
[2025-10-11T14:09:22.226807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:22.226841] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:22.226869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:22.226937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:22.244184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:22.244762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:22.244845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:22.244878] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:22.277361] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:22.277457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:22.277494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:22.277522] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:22.280709] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-10-11T14:09:22.281043] [INFO ] [FORECASTER] Completed predict_future for CCU
[2025-10-11T14:09:22.281200] [INFO ] [sig       ] CCU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:22.424161] [INFO ] [LOCAL     ] Saved forecast: CCU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CCU.txt
[2025-10-11T14:09:22.424399] [INFO ] [sig       ] [363/1823] Completed CCU in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:22.424441] [INFO ] [sig       ] [364/1823] Forecasting CDE...
[2025-10-11T14:09:22.424472] [INFO ] [sig       ] Generating forecast for: CDE
[2025-10-11T14:09:22.424512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-10-11T14:09:22.434109] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CDE'.
[2025-10-11T14:09:22.434404] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-10-11T14:09:22.460529] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:22.461268] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-10-11T14:09:22.461322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:22.461355] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:22.461384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:22.461442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:22.478400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:22.478969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:22.479051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:22.479084] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:22.517359] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:22.517446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:22.517483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:22.517511] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:22.520685] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=25.81%)
[2025-10-11T14:09:22.520950] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-10-11T14:09:22.521082] [INFO ] [sig       ] CDE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:22.662187] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CDE.txt
[2025-10-11T14:09:22.662426] [INFO ] [sig       ] [364/1823] Completed CDE in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:22.662469] [INFO ] [sig       ] [365/1823] Forecasting CDLR...
[2025-10-11T14:09:22.662501] [INFO ] [sig       ] Generating forecast for: CDLR
[2025-10-11T14:09:22.662533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDLR' from 'https://tdm.silogroup.org/data/derivative_storage/CDLR.csv'.
[2025-10-11T14:09:22.672107] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CDLR'.
[2025-10-11T14:09:22.672394] [INFO ] [FORECASTER] Starting predict_future for CDLR
[2025-10-11T14:09:22.697038] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:22.697781] [DEBUG] [LOCAL     ] No optimal features file found for CDLR: ./output/feature-sets/CDLR.txt
[2025-10-11T14:09:22.697836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:22.697869] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:22.697898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:22.697955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:22.714738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:22.715264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:22.715345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:22.715379] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:22.749211] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:22.749290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:22.749328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:22.749359] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:22.752363] [DEBUG] [FORECASTER] CDLR: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2025-10-11T14:09:22.752613] [INFO ] [FORECASTER] Completed predict_future for CDLR
[2025-10-11T14:09:22.752944] [INFO ] [sig       ] CDLR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:22.893832] [INFO ] [LOCAL     ] Saved forecast: CDLR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CDLR.txt
[2025-10-11T14:09:22.894115] [INFO ] [sig       ] [365/1823] Completed CDLR in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:22.894211] [INFO ] [sig       ] [366/1823] Forecasting CDP...
[2025-10-11T14:09:22.894251] [INFO ] [sig       ] Generating forecast for: CDP
[2025-10-11T14:09:22.894286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-10-11T14:09:22.904733] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CDP'.
[2025-10-11T14:09:22.905089] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-10-11T14:09:22.930368] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:22.931151] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-10-11T14:09:22.931206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:22.931241] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:22.931269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:22.931327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:22.948430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:22.949000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:22.949080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:22.949114] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:22.987096] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:22.987187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:22.987224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:22.987251] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:22.990302] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=28.25%)
[2025-10-11T14:09:22.990553] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-10-11T14:09:22.990722] [INFO ] [sig       ] CDP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:23.131764] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CDP.txt
[2025-10-11T14:09:23.131978] [INFO ] [sig       ] [366/1823] Completed CDP in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:23.132023] [INFO ] [sig       ] [367/1823] Forecasting CDRE...
[2025-10-11T14:09:23.132054] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-10-11T14:09:23.132086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-10-11T14:09:23.141809] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CDRE'.
[2025-10-11T14:09:23.142081] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-10-11T14:09:23.167003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:23.167717] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-10-11T14:09:23.167772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:23.167806] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:23.167833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:23.167889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:23.185104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:23.185682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:23.185765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:23.185814] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:23.225619] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:23.225732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:23.225775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:23.225805] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:23.228976] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=24.56%)
[2025-10-11T14:09:23.229230] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-10-11T14:09:23.229364] [INFO ] [sig       ] CDRE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:23.374346] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CDRE.txt
[2025-10-11T14:09:23.374611] [INFO ] [sig       ] [367/1823] Completed CDRE in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:23.374706] [INFO ] [sig       ] [368/1823] Forecasting CE...
[2025-10-11T14:09:23.374750] [INFO ] [sig       ] Generating forecast for: CE
[2025-10-11T14:09:23.374784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-10-11T14:09:23.384855] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CE'.
[2025-10-11T14:09:23.385177] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-10-11T14:09:23.410371] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:23.411093] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-10-11T14:09:23.411148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:23.411181] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:23.411209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:23.411266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:23.428310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:23.428897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:23.428979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:23.429012] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:23.464192] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:23.464341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:23.464382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:23.464412] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:23.467890] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-10-11T14:09:23.468160] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-10-11T14:09:23.468294] [INFO ] [sig       ] CE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:23.615466] [INFO ] [LOCAL     ] Saved forecast: CE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CE.txt
[2025-10-11T14:09:23.615716] [INFO ] [sig       ] [368/1823] Completed CE in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:23.615779] [INFO ] [sig       ] [369/1823] Forecasting CEE...
[2025-10-11T14:09:23.615812] [INFO ] [sig       ] Generating forecast for: CEE
[2025-10-11T14:09:23.615846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'.
[2025-10-11T14:09:23.625321] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CEE'.
[2025-10-11T14:09:23.625596] [INFO ] [FORECASTER] Starting predict_future for CEE
[2025-10-11T14:09:23.650616] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:23.651338] [DEBUG] [LOCAL     ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt
[2025-10-11T14:09:23.651392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:23.651461] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:23.651511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:23.651572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:23.668703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:23.669253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:23.669334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:23.669368] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:23.702350] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:23.702462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:23.702500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:23.702529] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:23.705758] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: DOWN (p=41.84%)
[2025-10-11T14:09:23.706045] [INFO ] [FORECASTER] Completed predict_future for CEE
[2025-10-11T14:09:23.706176] [INFO ] [sig       ] CEE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:23.845343] [INFO ] [LOCAL     ] Saved forecast: CEE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CEE.txt
[2025-10-11T14:09:23.845555] [INFO ] [sig       ] [369/1823] Completed CEE in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:23.845597] [INFO ] [sig       ] [370/1823] Forecasting CEPU...
[2025-10-11T14:09:23.845628] [INFO ] [sig       ] Generating forecast for: CEPU
[2025-10-11T14:09:23.845696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'.
[2025-10-11T14:09:23.854890] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CEPU'.
[2025-10-11T14:09:23.855196] [INFO ] [FORECASTER] Starting predict_future for CEPU
[2025-10-11T14:09:23.879986] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:23.880697] [DEBUG] [LOCAL     ] No optimal features file found for CEPU: ./output/feature-sets/CEPU.txt
[2025-10-11T14:09:23.880754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:23.880788] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:23.880815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:23.880872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:23.898100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:23.898732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:23.898818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:23.898853] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:23.933767] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:23.933881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:23.933918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:23.933947] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:23.937217] [DEBUG] [FORECASTER] CEPU: Forecast T+1@11:T+2@11: DOWN (p=23.96%)
[2025-10-11T14:09:23.937484] [INFO ] [FORECASTER] Completed predict_future for CEPU
[2025-10-11T14:09:23.937614] [INFO ] [sig       ] CEPU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:24.139379] [INFO ] [LOCAL     ] Saved forecast: CEPU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CEPU.txt
[2025-10-11T14:09:24.139679] [INFO ] [sig       ] [370/1823] Completed CEPU in 0.3s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:24.139742] [INFO ] [sig       ] [371/1823] Forecasting CF...
[2025-10-11T14:09:24.139777] [INFO ] [sig       ] Generating forecast for: CF
[2025-10-11T14:09:24.139811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-10-11T14:09:24.149588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CF'.
[2025-10-11T14:09:24.149939] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-10-11T14:09:24.175226] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:24.175950] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-10-11T14:09:24.176004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:24.176038] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:24.176066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:24.176123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:24.193496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:24.194073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:24.194155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:24.194189] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:24.227709] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:24.227822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:24.227880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:24.227912] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:24.231040] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-10-11T14:09:24.231297] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-10-11T14:09:24.231426] [INFO ] [sig       ] CF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:24.376277] [INFO ] [LOCAL     ] Saved forecast: CF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CF.txt
[2025-10-11T14:09:24.376524] [INFO ] [sig       ] [371/1823] Completed CF in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:24.376577] [INFO ] [sig       ] [372/1823] Forecasting CFR...
[2025-10-11T14:09:24.376674] [INFO ] [sig       ] Generating forecast for: CFR
[2025-10-11T14:09:24.376729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'.
[2025-10-11T14:09:24.386018] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CFR'.
[2025-10-11T14:09:24.386323] [INFO ] [FORECASTER] Starting predict_future for CFR
[2025-10-11T14:09:24.411356] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:24.412109] [DEBUG] [LOCAL     ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt
[2025-10-11T14:09:24.412166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:24.412201] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:24.412230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:24.412341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:24.429613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:24.430214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:24.430298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:24.430333] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:24.464537] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:24.464630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:24.464702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:24.464742] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:24.467872] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: DOWN (p=25.35%)
[2025-10-11T14:09:24.468126] [INFO ] [FORECASTER] Completed predict_future for CFR
[2025-10-11T14:09:24.468299] [INFO ] [sig       ] CFR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:24.608112] [INFO ] [LOCAL     ] Saved forecast: CFR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CFR.txt
[2025-10-11T14:09:24.608367] [INFO ] [sig       ] [372/1823] Completed CFR in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:24.608431] [INFO ] [sig       ] [373/1823] Forecasting CGAU...
[2025-10-11T14:09:24.608465] [INFO ] [sig       ] Generating forecast for: CGAU
[2025-10-11T14:09:24.608498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'.
[2025-10-11T14:09:24.618420] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CGAU'.
[2025-10-11T14:09:24.618745] [INFO ] [FORECASTER] Starting predict_future for CGAU
[2025-10-11T14:09:24.643752] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:24.644448] [DEBUG] [LOCAL     ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt
[2025-10-11T14:09:24.644502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:24.644535] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:24.644564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:24.644622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:24.661755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:24.662279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:24.662358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:24.662391] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:24.696619] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:24.696727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:24.696769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:24.696798] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:24.699936] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-10-11T14:09:24.700186] [INFO ] [FORECASTER] Completed predict_future for CGAU
[2025-10-11T14:09:24.700321] [INFO ] [sig       ] CGAU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:24.844609] [INFO ] [LOCAL     ] Saved forecast: CGAU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CGAU.txt
[2025-10-11T14:09:24.844851] [INFO ] [sig       ] [373/1823] Completed CGAU in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:24.844902] [INFO ] [sig       ] [374/1823] Forecasting CGV...
[2025-10-11T14:09:24.844934] [INFO ] [sig       ] Generating forecast for: CGV
[2025-10-11T14:09:24.844966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'.
[2025-10-11T14:09:24.854711] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'CGV'.
[2025-10-11T14:09:24.854988] [INFO ] [FORECASTER] Starting predict_future for CGV
[2025-10-11T14:09:24.888319] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:24.889185] [DEBUG] [LOCAL     ] No optimal features file found for CGV: ./output/feature-sets/CGV.txt
[2025-10-11T14:09:24.889245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:24.889283] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:24.889318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:24.889410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:24.907259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:24.907866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:24.907951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:24.907986] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:24.942310] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:24.942402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:24.942438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:24.942466] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:24.945532] [DEBUG] [FORECASTER] CGV: Forecast T+1@11:T+2@11: UP (p=66.28%)
[2025-10-11T14:09:24.945822] [INFO ] [FORECASTER] Completed predict_future for CGV
[2025-10-11T14:09:24.945958] [INFO ] [sig       ] CGV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:25.092745] [INFO ] [LOCAL     ] Saved forecast: CGV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CGV.txt
[2025-10-11T14:09:25.093024] [INFO ] [sig       ] [374/1823] Completed CGV in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:25.093085] [INFO ] [sig       ] [375/1823] Forecasting CHCT...
[2025-10-11T14:09:25.093118] [INFO ] [sig       ] Generating forecast for: CHCT
[2025-10-11T14:09:25.093150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'.
[2025-10-11T14:09:25.102839] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHCT'.
[2025-10-11T14:09:25.103149] [INFO ] [FORECASTER] Starting predict_future for CHCT
[2025-10-11T14:09:25.128068] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:25.128818] [DEBUG] [LOCAL     ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt
[2025-10-11T14:09:25.128874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:25.128909] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:25.128936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:25.128995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:25.150079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:25.150671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:25.150759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:25.150794] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:25.194269] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:25.194380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:25.194506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:25.194581] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:25.199347] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2025-10-11T14:09:25.199601] [INFO ] [FORECASTER] Completed predict_future for CHCT
[2025-10-11T14:09:25.199775] [INFO ] [sig       ] CHCT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:25.339357] [INFO ] [LOCAL     ] Saved forecast: CHCT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CHCT.txt
[2025-10-11T14:09:25.339556] [INFO ] [sig       ] [375/1823] Completed CHCT in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:25.339598] [INFO ] [sig       ] [376/1823] Forecasting CHD...
[2025-10-11T14:09:25.339628] [INFO ] [sig       ] Generating forecast for: CHD
[2025-10-11T14:09:25.339699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-10-11T14:09:25.349170] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHD'.
[2025-10-11T14:09:25.349444] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-10-11T14:09:25.374451] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:25.375206] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-10-11T14:09:25.375261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:25.375312] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:25.375342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:25.375401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:25.392263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:25.392842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:25.392930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:25.392963] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:25.434713] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:25.434811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:25.434848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:25.434877] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:25.438046] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-10-11T14:09:25.438302] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-10-11T14:09:25.438440] [INFO ] [sig       ] CHD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:25.576964] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CHD.txt
[2025-10-11T14:09:25.577177] [INFO ] [sig       ] [376/1823] Completed CHD in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:25.577218] [INFO ] [sig       ] [377/1823] Forecasting CHE...
[2025-10-11T14:09:25.577249] [INFO ] [sig       ] Generating forecast for: CHE
[2025-10-11T14:09:25.577281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-10-11T14:09:25.587612] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHE'.
[2025-10-11T14:09:25.587906] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-10-11T14:09:25.612629] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:25.613356] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-10-11T14:09:25.613419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:25.613455] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:25.613483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:25.613541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:25.630599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:25.631159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:25.631239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:25.631273] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:25.677958] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:25.678051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:25.678089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:25.678117] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:25.681818] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=28.05%)
[2025-10-11T14:09:25.682133] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-10-11T14:09:25.682280] [INFO ] [sig       ] CHE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:25.822003] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CHE.txt
[2025-10-11T14:09:25.822241] [INFO ] [sig       ] [377/1823] Completed CHE in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:25.822285] [INFO ] [sig       ] [378/1823] Forecasting CHGG...
[2025-10-11T14:09:25.822315] [INFO ] [sig       ] Generating forecast for: CHGG
[2025-10-11T14:09:25.822347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'.
[2025-10-11T14:09:25.833379] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHGG'.
[2025-10-11T14:09:25.833681] [INFO ] [FORECASTER] Starting predict_future for CHGG
[2025-10-11T14:09:25.858592] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:25.859285] [DEBUG] [LOCAL     ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt
[2025-10-11T14:09:25.859339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:25.859371] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:25.859399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:25.859458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:25.876446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:25.877096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:25.877177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:25.877210] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:25.917546] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:25.917630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:25.917704] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:25.917743] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:25.920832] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-10-11T14:09:25.921081] [INFO ] [FORECASTER] Completed predict_future for CHGG
[2025-10-11T14:09:25.921223] [INFO ] [sig       ] CHGG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:26.060168] [INFO ] [LOCAL     ] Saved forecast: CHGG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CHGG.txt
[2025-10-11T14:09:26.060430] [INFO ] [sig       ] [378/1823] Completed CHGG in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:26.060478] [INFO ] [sig       ] [379/1823] Forecasting CHH...
[2025-10-11T14:09:26.060510] [INFO ] [sig       ] Generating forecast for: CHH
[2025-10-11T14:09:26.060543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-10-11T14:09:26.070751] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHH'.
[2025-10-11T14:09:26.071018] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-10-11T14:09:26.095965] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:26.096691] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-10-11T14:09:26.096772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:26.096807] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:26.096834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:26.096890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:26.113972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:26.114533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:26.114614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:26.114679] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:26.153116] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:26.153190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:26.153225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:26.153253] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:26.156258] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-10-11T14:09:26.156506] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-10-11T14:09:26.156699] [INFO ] [sig       ] CHH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:26.295870] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CHH.txt
[2025-10-11T14:09:26.296136] [INFO ] [sig       ] [379/1823] Completed CHH in 0.2s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:26.296181] [INFO ] [sig       ] [380/1823] Forecasting CHMI...
[2025-10-11T14:09:26.296213] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-10-11T14:09:26.296245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-10-11T14:09:26.306785] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHMI'.
[2025-10-11T14:09:26.307230] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-10-11T14:09:26.332207] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:26.333000] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-10-11T14:09:26.333055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:26.333089] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:26.333117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:26.333174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:26.350938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:26.351931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:26.352024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:26.352059] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:26.401586] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:26.401790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:26.401852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:26.401906] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:26.405903] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-10-11T14:09:26.406209] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-10-11T14:09:26.406377] [INFO ] [sig       ] CHMI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:26.547196] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CHMI.txt
[2025-10-11T14:09:26.547426] [INFO ] [sig       ] [380/1823] Completed CHMI in 0.3s | 4.09 sym/s | Total: 1.5m | ETA: 5.9m
[2025-10-11T14:09:26.547469] [INFO ] [sig       ] [381/1823] Forecasting CHN...
[2025-10-11T14:09:26.547500] [INFO ] [sig       ] Generating forecast for: CHN
[2025-10-11T14:09:26.547532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHN' from 'https://tdm.silogroup.org/data/derivative_storage/CHN.csv'.
[2025-10-11T14:09:26.558760] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHN'.
[2025-10-11T14:09:26.559093] [INFO ] [FORECASTER] Starting predict_future for CHN
[2025-10-11T14:09:26.584390] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:26.585127] [DEBUG] [LOCAL     ] No optimal features file found for CHN: ./output/feature-sets/CHN.txt
[2025-10-11T14:09:26.585182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:26.585216] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:26.585244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:26.585303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:26.608773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:26.609949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:26.610050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:26.610086] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:26.655399] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:26.655560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:26.655610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:26.655670] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:26.659401] [DEBUG] [FORECASTER] CHN: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-10-11T14:09:26.659738] [INFO ] [FORECASTER] Completed predict_future for CHN
[2025-10-11T14:09:26.659922] [INFO ] [sig       ] CHN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:26.807707] [INFO ] [LOCAL     ] Saved forecast: CHN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CHN.txt
[2025-10-11T14:09:26.808096] [INFO ] [sig       ] [381/1823] Completed CHN in 0.3s | 4.09 sym/s | Total: 1.6m | ETA: 5.9m
[2025-10-11T14:09:26.808145] [INFO ] [sig       ] [382/1823] Forecasting CHPT...
[2025-10-11T14:09:26.808178] [INFO ] [sig       ] Generating forecast for: CHPT
[2025-10-11T14:09:26.808213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'.
[2025-10-11T14:09:26.821905] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHPT'.
[2025-10-11T14:09:26.822366] [INFO ] [FORECASTER] Starting predict_future for CHPT
[2025-10-11T14:09:26.848773] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:26.849491] [DEBUG] [LOCAL     ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt
[2025-10-11T14:09:26.849546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:26.849580] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:26.849607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:26.849687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:26.867610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:26.868187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:26.868273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:26.868306] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:26.909504] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:26.909615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:26.909684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:26.909733] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:26.912978] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-10-11T14:09:26.913248] [INFO ] [FORECASTER] Completed predict_future for CHPT
[2025-10-11T14:09:26.913404] [INFO ] [sig       ] CHPT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:27.062091] [INFO ] [LOCAL     ] Saved forecast: CHPT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CHPT.txt
[2025-10-11T14:09:27.062395] [INFO ] [sig       ] [382/1823] Completed CHPT in 0.3s | 4.09 sym/s | Total: 1.6m | ETA: 5.9m
[2025-10-11T14:09:27.062448] [INFO ] [sig       ] [383/1823] Forecasting CHT...
[2025-10-11T14:09:27.062480] [INFO ] [sig       ] Generating forecast for: CHT
[2025-10-11T14:09:27.062512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'.
[2025-10-11T14:09:27.073106] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHT'.
[2025-10-11T14:09:27.073433] [INFO ] [FORECASTER] Starting predict_future for CHT
[2025-10-11T14:09:27.099169] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:27.099902] [DEBUG] [LOCAL     ] No optimal features file found for CHT: ./output/feature-sets/CHT.txt
[2025-10-11T14:09:27.099957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:27.100007] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:27.100037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:27.100097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:27.118612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:27.119205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:27.119290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:27.119324] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:27.164278] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:27.164371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:27.164411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:27.164441] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:27.167734] [DEBUG] [FORECASTER] CHT: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-10-11T14:09:27.168003] [INFO ] [FORECASTER] Completed predict_future for CHT
[2025-10-11T14:09:27.168156] [INFO ] [sig       ] CHT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:27.323311] [INFO ] [LOCAL     ] Saved forecast: CHT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CHT.txt
[2025-10-11T14:09:27.323567] [INFO ] [sig       ] [383/1823] Completed CHT in 0.3s | 4.09 sym/s | Total: 1.6m | ETA: 5.9m
[2025-10-11T14:09:27.323631] [INFO ] [sig       ] [384/1823] Forecasting CHWY...
[2025-10-11T14:09:27.323719] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-10-11T14:09:27.323774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-10-11T14:09:27.334765] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHWY'.
[2025-10-11T14:09:27.335046] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-10-11T14:09:27.360456] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:27.361232] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-10-11T14:09:27.361296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:27.361331] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:27.361359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:27.361421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:27.379216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:27.379836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:27.379921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:27.379956] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:27.427412] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:27.427511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:27.427548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:27.427577] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:27.430775] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=46.15%)
[2025-10-11T14:09:27.431036] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-10-11T14:09:27.431185] [INFO ] [sig       ] CHWY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:27.579281] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CHWY.txt
[2025-10-11T14:09:27.579512] [INFO ] [sig       ] [384/1823] Completed CHWY in 0.3s | 4.09 sym/s | Total: 1.6m | ETA: 5.9m
[2025-10-11T14:09:27.579555] [INFO ] [sig       ] [385/1823] Forecasting CIA...
[2025-10-11T14:09:27.579586] [INFO ] [sig       ] Generating forecast for: CIA
[2025-10-11T14:09:27.579617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-10-11T14:09:27.589879] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIA'.
[2025-10-11T14:09:27.590166] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-10-11T14:09:27.615748] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:27.616513] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-10-11T14:09:27.616569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:27.616637] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:27.616791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:27.616862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:27.634306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:27.634891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:27.634973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:27.635008] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:27.679572] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:27.679692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:27.679745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:27.679776] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:27.682950] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=42.27%)
[2025-10-11T14:09:27.683211] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-10-11T14:09:27.683356] [INFO ] [sig       ] CIA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:27.830268] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CIA.txt
[2025-10-11T14:09:27.830508] [INFO ] [sig       ] [385/1823] Completed CIA in 0.3s | 4.09 sym/s | Total: 1.6m | ETA: 5.9m
[2025-10-11T14:09:27.830549] [INFO ] [sig       ] [386/1823] Forecasting CIB...
[2025-10-11T14:09:27.830580] [INFO ] [sig       ] Generating forecast for: CIB
[2025-10-11T14:09:27.830611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-10-11T14:09:27.841346] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIB'.
[2025-10-11T14:09:27.841611] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-10-11T14:09:27.866492] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:27.867238] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-10-11T14:09:27.867292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:27.867325] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:27.867352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:27.867409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:27.884210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:27.884784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:27.884868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:27.884902] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:27.922285] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:27.922366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:27.922401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:27.922429] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:27.925514] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-10-11T14:09:27.925812] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-10-11T14:09:27.925953] [INFO ] [sig       ] CIB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:28.069711] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CIB.txt
[2025-10-11T14:09:28.069963] [INFO ] [sig       ] [386/1823] Completed CIB in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.9m
[2025-10-11T14:09:28.070034] [INFO ] [sig       ] [387/1823] Forecasting CIF...
[2025-10-11T14:09:28.070088] [INFO ] [sig       ] Generating forecast for: CIF
[2025-10-11T14:09:28.070125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-10-11T14:09:28.080259] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIF'.
[2025-10-11T14:09:28.080532] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-10-11T14:09:28.105764] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:28.106440] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-10-11T14:09:28.106495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:28.106529] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:28.106556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:28.106635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:28.124362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:28.124961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:28.125044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:28.125078] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:28.161262] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:28.161345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:28.161381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:28.161411] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:28.164475] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-10-11T14:09:28.164771] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-10-11T14:09:28.164916] [INFO ] [sig       ] CIF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:28.306672] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CIF.txt
[2025-10-11T14:09:28.306925] [INFO ] [sig       ] [387/1823] Completed CIF in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:28.306971] [INFO ] [sig       ] [388/1823] Forecasting CII...
[2025-10-11T14:09:28.307002] [INFO ] [sig       ] Generating forecast for: CII
[2025-10-11T14:09:28.307035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-10-11T14:09:28.317250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CII'.
[2025-10-11T14:09:28.317528] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-10-11T14:09:28.342407] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:28.343118] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-10-11T14:09:28.343173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:28.343206] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:28.343233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:28.343290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:28.360486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:28.361363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:28.361456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:28.361490] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:28.396218] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:28.396783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:28.396830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:28.396860] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:28.401509] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-10-11T14:09:28.401823] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-10-11T14:09:28.401972] [INFO ] [sig       ] CII: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:28.546244] [INFO ] [LOCAL     ] Saved forecast: CII	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CII.txt
[2025-10-11T14:09:28.546483] [INFO ] [sig       ] [388/1823] Completed CII in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:28.546526] [INFO ] [sig       ] [389/1823] Forecasting CINT...
[2025-10-11T14:09:28.546558] [INFO ] [sig       ] Generating forecast for: CINT
[2025-10-11T14:09:28.546611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'.
[2025-10-11T14:09:28.556231] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CINT'.
[2025-10-11T14:09:28.556519] [INFO ] [FORECASTER] Starting predict_future for CINT
[2025-10-11T14:09:28.581427] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:28.582140] [DEBUG] [LOCAL     ] No optimal features file found for CINT: ./output/feature-sets/CINT.txt
[2025-10-11T14:09:28.582195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:28.582230] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:28.582257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:28.582315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:28.599327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:28.599937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:28.600021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:28.600055] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:28.633187] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:28.633297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:28.633336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:28.633366] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:28.636688] [DEBUG] [FORECASTER] CINT: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-10-11T14:09:28.636953] [INFO ] [FORECASTER] Completed predict_future for CINT
[2025-10-11T14:09:28.637093] [INFO ] [sig       ] CINT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:28.789712] [INFO ] [LOCAL     ] Saved forecast: CINT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CINT.txt
[2025-10-11T14:09:28.789965] [INFO ] [sig       ] [389/1823] Completed CINT in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:28.790009] [INFO ] [sig       ] [390/1823] Forecasting CIO...
[2025-10-11T14:09:28.790040] [INFO ] [sig       ] Generating forecast for: CIO
[2025-10-11T14:09:28.790070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-10-11T14:09:28.800268] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIO'.
[2025-10-11T14:09:28.800590] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-10-11T14:09:28.826354] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:28.827115] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-10-11T14:09:28.827171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:28.827218] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:28.827248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:28.827306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:28.846941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:28.847733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:28.847819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:28.847855] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:28.888482] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:28.888661] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:28.888724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:28.888757] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:28.892179] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-10-11T14:09:28.892451] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-10-11T14:09:28.892591] [INFO ] [sig       ] CIO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:29.039287] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CIO.txt
[2025-10-11T14:09:29.039502] [INFO ] [sig       ] [390/1823] Completed CIO in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:29.039545] [INFO ] [sig       ] [391/1823] Forecasting CION...
[2025-10-11T14:09:29.039576] [INFO ] [sig       ] Generating forecast for: CION
[2025-10-11T14:09:29.039608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-10-11T14:09:29.049030] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CION'.
[2025-10-11T14:09:29.049314] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-10-11T14:09:29.074818] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:29.075526] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-10-11T14:09:29.075581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:29.075616] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:29.075670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:29.075751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:29.093138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:29.093719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:29.093804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:29.093838] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:29.132114] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:29.132208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:29.132244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:29.132274] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:29.135323] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-10-11T14:09:29.135577] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-10-11T14:09:29.136111] [INFO ] [sig       ] CION: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:29.278224] [INFO ] [LOCAL     ] Saved forecast: CION	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CION.txt
[2025-10-11T14:09:29.278449] [INFO ] [sig       ] [391/1823] Completed CION in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:29.278494] [INFO ] [sig       ] [392/1823] Forecasting CIVI...
[2025-10-11T14:09:29.278526] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-10-11T14:09:29.278559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-10-11T14:09:29.288257] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIVI'.
[2025-10-11T14:09:29.288560] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-10-11T14:09:29.313780] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:29.314472] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-10-11T14:09:29.314527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:29.314560] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:29.314588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:29.314666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:29.332229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:29.332838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:29.332919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:29.332953] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:29.367332] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:29.367418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:29.367454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:29.367482] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:29.370617] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-10-11T14:09:29.370904] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-10-11T14:09:29.371049] [INFO ] [sig       ] CIVI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:29.518802] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CIVI.txt
[2025-10-11T14:09:29.519042] [INFO ] [sig       ] [392/1823] Completed CIVI in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:29.519087] [INFO ] [sig       ] [393/1823] Forecasting CL...
[2025-10-11T14:09:29.519118] [INFO ] [sig       ] Generating forecast for: CL
[2025-10-11T14:09:29.519150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'.
[2025-10-11T14:09:29.529114] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CL'.
[2025-10-11T14:09:29.529381] [INFO ] [FORECASTER] Starting predict_future for CL
[2025-10-11T14:09:29.554758] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:29.555451] [DEBUG] [LOCAL     ] No optimal features file found for CL: ./output/feature-sets/CL.txt
[2025-10-11T14:09:29.555506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:29.555540] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:29.555567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:29.555625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:29.573142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:29.573761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:29.573855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:29.573910] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:29.612022] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:29.612124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:29.612161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:29.612190] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:29.615373] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: DOWN (p=42.97%)
[2025-10-11T14:09:29.615629] [INFO ] [FORECASTER] Completed predict_future for CL
[2025-10-11T14:09:29.615817] [INFO ] [sig       ] CL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:29.761438] [INFO ] [LOCAL     ] Saved forecast: CL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CL.txt
[2025-10-11T14:09:29.761685] [INFO ] [sig       ] [393/1823] Completed CL in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:29.761746] [INFO ] [sig       ] [394/1823] Forecasting CLCO...
[2025-10-11T14:09:29.761779] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-10-11T14:09:29.761811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-10-11T14:09:29.771261] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLCO'.
[2025-10-11T14:09:29.771530] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-10-11T14:09:29.796379] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:29.797121] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-10-11T14:09:29.797175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:29.797208] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:29.797236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:29.797294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:29.815010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:29.815571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:29.815679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:29.815735] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:29.852217] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:29.852301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:29.852337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:29.852365] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:29.855423] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-10-11T14:09:29.855716] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-10-11T14:09:29.855856] [INFO ] [sig       ] CLCO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:30.004788] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CLCO.txt
[2025-10-11T14:09:30.005013] [INFO ] [sig       ] [394/1823] Completed CLCO in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:30.005056] [INFO ] [sig       ] [395/1823] Forecasting CLDT...
[2025-10-11T14:09:30.005087] [INFO ] [sig       ] Generating forecast for: CLDT
[2025-10-11T14:09:30.005165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'.
[2025-10-11T14:09:30.014399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLDT'.
[2025-10-11T14:09:30.014706] [INFO ] [FORECASTER] Starting predict_future for CLDT
[2025-10-11T14:09:30.040154] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:30.040876] [DEBUG] [LOCAL     ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt
[2025-10-11T14:09:30.040931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:30.040964] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:30.040991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:30.041047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:30.058922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:30.059497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:30.059578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:30.059611] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:30.094901] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:30.094989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:30.095044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:30.095074] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:30.098150] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-10-11T14:09:30.098406] [INFO ] [FORECASTER] Completed predict_future for CLDT
[2025-10-11T14:09:30.098539] [INFO ] [sig       ] CLDT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:30.247440] [INFO ] [LOCAL     ] Saved forecast: CLDT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CLDT.txt
[2025-10-11T14:09:30.247683] [INFO ] [sig       ] [395/1823] Completed CLDT in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:30.247744] [INFO ] [sig       ] [396/1823] Forecasting CLF...
[2025-10-11T14:09:30.247778] [INFO ] [sig       ] Generating forecast for: CLF
[2025-10-11T14:09:30.247810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-10-11T14:09:30.261422] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLF'.
[2025-10-11T14:09:30.261799] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-10-11T14:09:30.287074] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:30.287801] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-10-11T14:09:30.287856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:30.287889] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:30.287918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:30.287976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:30.305044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:30.305592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:30.305694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:30.305744] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:30.351021] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:30.351137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:30.351175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:30.351203] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:30.354488] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=38.67%)
[2025-10-11T14:09:30.354798] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-10-11T14:09:30.354943] [INFO ] [sig       ] CLF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:30.503823] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CLF.txt
[2025-10-11T14:09:30.504059] [INFO ] [sig       ] [396/1823] Completed CLF in 0.3s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:30.504120] [INFO ] [sig       ] [397/1823] Forecasting CLPR...
[2025-10-11T14:09:30.504154] [INFO ] [sig       ] Generating forecast for: CLPR
[2025-10-11T14:09:30.504186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLPR' from 'https://tdm.silogroup.org/data/derivative_storage/CLPR.csv'.
[2025-10-11T14:09:30.515488] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLPR'.
[2025-10-11T14:09:30.515881] [INFO ] [FORECASTER] Starting predict_future for CLPR
[2025-10-11T14:09:30.541957] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:30.542710] [DEBUG] [LOCAL     ] No optimal features file found for CLPR: ./output/feature-sets/CLPR.txt
[2025-10-11T14:09:30.542768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:30.542803] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:30.542872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:30.542961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:30.560887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:30.561487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:30.561571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:30.561606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:30.602851] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:30.602983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:30.603022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:30.603052] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:30.606518] [DEBUG] [FORECASTER] CLPR: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-10-11T14:09:30.606855] [INFO ] [FORECASTER] Completed predict_future for CLPR
[2025-10-11T14:09:30.607019] [INFO ] [sig       ] CLPR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:30.756222] [INFO ] [LOCAL     ] Saved forecast: CLPR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CLPR.txt
[2025-10-11T14:09:30.756495] [INFO ] [sig       ] [397/1823] Completed CLPR in 0.3s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:30.756541] [INFO ] [sig       ] [398/1823] Forecasting CLS...
[2025-10-11T14:09:30.756571] [INFO ] [sig       ] Generating forecast for: CLS
[2025-10-11T14:09:30.756637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-10-11T14:09:30.767465] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLS'.
[2025-10-11T14:09:30.767909] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-10-11T14:09:30.793509] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:30.794305] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-10-11T14:09:30.794399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:30.794441] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:30.794471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:30.794529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:30.811803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:30.812352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:30.812439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:30.812473] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:30.855018] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:30.855125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:30.855162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:30.855191] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:30.858404] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-10-11T14:09:30.858695] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-10-11T14:09:30.858851] [INFO ] [sig       ] CLS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:30.998320] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CLS.txt
[2025-10-11T14:09:30.998584] [INFO ] [sig       ] [398/1823] Completed CLS in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:30.998629] [INFO ] [sig       ] [399/1823] Forecasting CLVT...
[2025-10-11T14:09:30.998697] [INFO ] [sig       ] Generating forecast for: CLVT
[2025-10-11T14:09:30.998743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'.
[2025-10-11T14:09:31.009945] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLVT'.
[2025-10-11T14:09:31.010316] [INFO ] [FORECASTER] Starting predict_future for CLVT
[2025-10-11T14:09:31.035350] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:31.036068] [DEBUG] [LOCAL     ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt
[2025-10-11T14:09:31.036122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:31.036155] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:31.036183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:31.036240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:31.053577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:31.054171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:31.054254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:31.054288] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:31.095543] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:31.095625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:31.095696] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:31.095738] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:31.098854] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-10-11T14:09:31.099108] [INFO ] [FORECASTER] Completed predict_future for CLVT
[2025-10-11T14:09:31.099248] [INFO ] [sig       ] CLVT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:31.244926] [INFO ] [LOCAL     ] Saved forecast: CLVT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CLVT.txt
[2025-10-11T14:09:31.245175] [INFO ] [sig       ] [399/1823] Completed CLVT in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:31.245218] [INFO ] [sig       ] [400/1823] Forecasting CLW...
[2025-10-11T14:09:31.245249] [INFO ] [sig       ] Generating forecast for: CLW
[2025-10-11T14:09:31.245280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'.
[2025-10-11T14:09:31.255386] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLW'.
[2025-10-11T14:09:31.255701] [INFO ] [FORECASTER] Starting predict_future for CLW
[2025-10-11T14:09:31.281232] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:31.281986] [DEBUG] [LOCAL     ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt
[2025-10-11T14:09:31.282042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:31.282076] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:31.282105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:31.282163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:31.300015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:31.300580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:31.300683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:31.300737] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:31.341151] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:31.341234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:31.341269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:31.341298] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:31.344360] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-10-11T14:09:31.344618] [INFO ] [FORECASTER] Completed predict_future for CLW
[2025-10-11T14:09:31.344799] [INFO ] [sig       ] CLW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:31.495321] [INFO ] [LOCAL     ] Saved forecast: CLW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CLW.txt
[2025-10-11T14:09:31.495594] [INFO ] [sig       ] [400/1823] Completed CLW in 0.3s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:31.495664] [INFO ] [sig       ] [401/1823] Forecasting CLX...
[2025-10-11T14:09:31.495720] [INFO ] [sig       ] Generating forecast for: CLX
[2025-10-11T14:09:31.495755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-10-11T14:09:31.507318] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLX'.
[2025-10-11T14:09:31.507713] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-10-11T14:09:31.533727] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:31.534464] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-10-11T14:09:31.534519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:31.534553] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:31.534583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:31.534665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:31.552113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:31.552737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:31.552865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:31.552905] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:31.597318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:31.597443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:31.597483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:31.597511] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:31.600953] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=66.47%)
[2025-10-11T14:09:31.601246] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-10-11T14:09:31.601399] [INFO ] [sig       ] CLX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:31.834675] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CLX.txt
[2025-10-11T14:09:31.834984] [INFO ] [sig       ] [401/1823] Completed CLX in 0.3s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:31.835031] [INFO ] [sig       ] [402/1823] Forecasting CM...
[2025-10-11T14:09:31.835064] [INFO ] [sig       ] Generating forecast for: CM
[2025-10-11T14:09:31.835097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-10-11T14:09:31.845094] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CM'.
[2025-10-11T14:09:31.845385] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-10-11T14:09:31.871285] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:31.872083] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-10-11T14:09:31.872139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:31.872173] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:31.872202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:31.872261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:31.889992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:31.890561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:31.890670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:31.890726] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:31.931111] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:31.931261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:31.931325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:31.931357] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:31.934848] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-10-11T14:09:31.935124] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-10-11T14:09:31.935267] [INFO ] [sig       ] CM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:32.078563] [INFO ] [LOCAL     ] Saved forecast: CM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CM.txt
[2025-10-11T14:09:32.078844] [INFO ] [sig       ] [402/1823] Completed CM in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:32.078909] [INFO ] [sig       ] [403/1823] Forecasting CMA...
[2025-10-11T14:09:32.078943] [INFO ] [sig       ] Generating forecast for: CMA
[2025-10-11T14:09:32.078976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-10-11T14:09:32.088389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMA'.
[2025-10-11T14:09:32.088711] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-10-11T14:09:32.115001] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:32.115946] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-10-11T14:09:32.116002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:32.116037] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:32.116066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:32.116122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:32.134349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:32.135185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:32.135275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:32.135311] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:32.173740] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:32.173838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:32.173876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:32.173905] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:32.177071] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-10-11T14:09:32.177337] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-10-11T14:09:32.177475] [INFO ] [sig       ] CMA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:32.320154] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CMA.txt
[2025-10-11T14:09:32.320384] [INFO ] [sig       ] [403/1823] Completed CMA in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:32.320427] [INFO ] [sig       ] [404/1823] Forecasting CMBT...
[2025-10-11T14:09:32.320457] [INFO ] [sig       ] Generating forecast for: CMBT
[2025-10-11T14:09:32.320489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMBT' from 'https://tdm.silogroup.org/data/derivative_storage/CMBT.csv'.
[2025-10-11T14:09:32.330239] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMBT'.
[2025-10-11T14:09:32.330531] [INFO ] [FORECASTER] Starting predict_future for CMBT
[2025-10-11T14:09:32.355599] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:32.356342] [DEBUG] [LOCAL     ] No optimal features file found for CMBT: ./output/feature-sets/CMBT.txt
[2025-10-11T14:09:32.356398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:32.356432] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:32.356460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:32.356539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:32.373862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:32.374458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:32.374541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:32.374576] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:32.411689] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:32.411787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:32.411823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:32.411854] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:32.416349] [DEBUG] [FORECASTER] CMBT: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-10-11T14:09:32.416634] [INFO ] [FORECASTER] Completed predict_future for CMBT
[2025-10-11T14:09:32.416813] [INFO ] [sig       ] CMBT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:32.564091] [INFO ] [LOCAL     ] Saved forecast: CMBT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CMBT.txt
[2025-10-11T14:09:32.564442] [INFO ] [sig       ] [404/1823] Completed CMBT in 0.2s | 4.09 sym/s | Total: 1.6m | ETA: 5.8m
[2025-10-11T14:09:32.564513] [INFO ] [sig       ] [405/1823] Forecasting CMC...
[2025-10-11T14:09:32.564556] [INFO ] [sig       ] Generating forecast for: CMC
[2025-10-11T14:09:32.564599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-10-11T14:09:32.578076] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMC'.
[2025-10-11T14:09:32.578571] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-10-11T14:09:32.610361] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:32.611223] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-10-11T14:09:32.611280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:32.611315] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:32.611344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:32.611403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:32.628808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:32.629751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:32.629846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:32.629881] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:32.666313] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:32.666446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:32.666484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:32.666512] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:32.669851] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-10-11T14:09:32.670120] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-10-11T14:09:32.670259] [INFO ] [sig       ] CMC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:32.814868] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CMC.txt
[2025-10-11T14:09:32.815105] [INFO ] [sig       ] [405/1823] Completed CMC in 0.3s | 4.09 sym/s | Total: 1.7m | ETA: 5.8m
[2025-10-11T14:09:32.815150] [INFO ] [sig       ] [406/1823] Forecasting CMCM...
[2025-10-11T14:09:32.815180] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-10-11T14:09:32.815211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-10-11T14:09:32.824335] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMCM'.
[2025-10-11T14:09:32.824620] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-10-11T14:09:32.849663] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:32.850360] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-10-11T14:09:32.850415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:32.850448] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:32.850476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:32.850538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:32.868299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:32.868898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:32.868979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:32.869013] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:32.905507] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:32.905667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:32.905728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:32.905761] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:32.909105] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-10-11T14:09:32.909376] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-10-11T14:09:32.909515] [INFO ] [sig       ] CMCM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:33.049850] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CMCM.txt
[2025-10-11T14:09:33.050061] [INFO ] [sig       ] [406/1823] Completed CMCM in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.8m
[2025-10-11T14:09:33.050103] [INFO ] [sig       ] [407/1823] Forecasting CMG...
[2025-10-11T14:09:33.050136] [INFO ] [sig       ] Generating forecast for: CMG
[2025-10-11T14:09:33.050168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-10-11T14:09:33.059806] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMG'.
[2025-10-11T14:09:33.060103] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-10-11T14:09:33.084957] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:33.085718] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-10-11T14:09:33.085774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:33.085807] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:33.085835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:33.085893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:33.102876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:33.103408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:33.103487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:33.103524] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:33.140377] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:33.140476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:33.140513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:33.140541] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:33.143702] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-10-11T14:09:33.143963] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-10-11T14:09:33.144108] [INFO ] [sig       ] CMG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:33.284369] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CMG.txt
[2025-10-11T14:09:33.284603] [INFO ] [sig       ] [407/1823] Completed CMG in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.8m
[2025-10-11T14:09:33.284724] [INFO ] [sig       ] [408/1823] Forecasting CMI...
[2025-10-11T14:09:33.284765] [INFO ] [sig       ] Generating forecast for: CMI
[2025-10-11T14:09:33.284798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-10-11T14:09:33.295247] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMI'.
[2025-10-11T14:09:33.295614] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-10-11T14:09:33.321000] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:33.321705] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-10-11T14:09:33.321761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:33.321794] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:33.321821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:33.321879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:33.338919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:33.339465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:33.339546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:33.339579] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:33.377455] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:33.377637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:33.377780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:33.377823] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:33.381319] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-10-11T14:09:33.381605] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-10-11T14:09:33.381783] [INFO ] [sig       ] CMI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:33.523470] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CMI.txt
[2025-10-11T14:09:33.523734] [INFO ] [sig       ] [408/1823] Completed CMI in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.8m
[2025-10-11T14:09:33.523804] [INFO ] [sig       ] [409/1823] Forecasting CMP...
[2025-10-11T14:09:33.523839] [INFO ] [sig       ] Generating forecast for: CMP
[2025-10-11T14:09:33.523871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-10-11T14:09:33.533562] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMP'.
[2025-10-11T14:09:33.533863] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-10-11T14:09:33.558832] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:33.559495] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-10-11T14:09:33.559549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:33.559583] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:33.559614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:33.559693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:33.576933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:33.577467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:33.577546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:33.577581] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:33.617564] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:33.617769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:33.617821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:33.617873] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:33.621412] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=77.27%)
[2025-10-11T14:09:33.621726] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-10-11T14:09:33.621875] [INFO ] [sig       ] CMP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:33.764155] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CMP.txt
[2025-10-11T14:09:33.764365] [INFO ] [sig       ] [409/1823] Completed CMP in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.8m
[2025-10-11T14:09:33.764410] [INFO ] [sig       ] [410/1823] Forecasting CMPO...
[2025-10-11T14:09:33.764441] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-10-11T14:09:33.764473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-10-11T14:09:33.774350] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMPO'.
[2025-10-11T14:09:33.774623] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-10-11T14:09:33.799712] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:33.800519] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-10-11T14:09:33.800573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:33.800606] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:33.800633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:33.800732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:33.817845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:33.818382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:33.818461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:33.818494] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:33.854539] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:33.854636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:33.854713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:33.854748] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:33.857863] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-10-11T14:09:33.858119] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-10-11T14:09:33.858253] [INFO ] [sig       ] CMPO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:33.998390] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CMPO.txt
[2025-10-11T14:09:33.998609] [INFO ] [sig       ] [410/1823] Completed CMPO in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.8m
[2025-10-11T14:09:33.998681] [INFO ] [sig       ] [411/1823] Forecasting CMRE...
[2025-10-11T14:09:33.998732] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-10-11T14:09:33.998768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-10-11T14:09:34.009410] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMRE'.
[2025-10-11T14:09:34.009850] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-10-11T14:09:34.035731] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:34.036508] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-10-11T14:09:34.036564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:34.036636] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:34.036726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:34.036831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:34.054204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:34.054989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:34.055077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:34.055111] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:34.093281] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:34.093455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:34.093498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:34.093528] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:34.097101] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-10-11T14:09:34.097384] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-10-11T14:09:34.097525] [INFO ] [sig       ] CMRE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:34.239184] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CMRE.txt
[2025-10-11T14:09:34.239441] [INFO ] [sig       ] [411/1823] Completed CMRE in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.8m
[2025-10-11T14:09:34.239486] [INFO ] [sig       ] [412/1823] Forecasting CMS...
[2025-10-11T14:09:34.239517] [INFO ] [sig       ] Generating forecast for: CMS
[2025-10-11T14:09:34.239550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-10-11T14:09:34.249307] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMS'.
[2025-10-11T14:09:34.249723] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-10-11T14:09:34.275150] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:34.275963] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-10-11T14:09:34.276018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:34.276052] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:34.276079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:34.276136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:34.293242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:34.293917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:34.294003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:34.294037] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:34.332231] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:34.332409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:34.332452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:34.332482] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:34.336020] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2025-10-11T14:09:34.336311] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-10-11T14:09:34.336454] [INFO ] [sig       ] CMS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:34.477927] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CMS.txt
[2025-10-11T14:09:34.478148] [INFO ] [sig       ] [412/1823] Completed CMS in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.8m
[2025-10-11T14:09:34.478191] [INFO ] [sig       ] [413/1823] Forecasting CMSA...
[2025-10-11T14:09:34.478224] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-10-11T14:09:34.478259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-10-11T14:09:34.487551] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'CMSA'.
[2025-10-11T14:09:34.487935] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-10-11T14:09:34.513510] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:34.514309] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-10-11T14:09:34.514365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:34.514400] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:34.514428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:34.514487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:34.531922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:34.532529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:34.532610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:34.532845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:34.568305] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:34.568443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:34.568483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:34.568515] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:34.572324] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-10-11T14:09:34.572616] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-10-11T14:09:34.573045] [INFO ] [sig       ] CMSA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:34.715442] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CMSA.txt
[2025-10-11T14:09:34.715727] [INFO ] [sig       ] [413/1823] Completed CMSA in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:34.715791] [INFO ] [sig       ] [414/1823] Forecasting CMSC...
[2025-10-11T14:09:34.715826] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-10-11T14:09:34.715859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-10-11T14:09:34.726121] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMSC'.
[2025-10-11T14:09:34.726439] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-10-11T14:09:34.751829] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:34.752499] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-10-11T14:09:34.752555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:34.752589] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:34.752616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:34.752743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:34.770056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:34.770607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:34.770716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:34.770763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:34.807249] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:34.807336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:34.807373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:34.807402] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:34.810527] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2025-10-11T14:09:34.810889] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-10-11T14:09:34.811038] [INFO ] [sig       ] CMSC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:34.951319] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CMSC.txt
[2025-10-11T14:09:34.951532] [INFO ] [sig       ] [414/1823] Completed CMSC in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:34.951576] [INFO ] [sig       ] [415/1823] Forecasting CMSD...
[2025-10-11T14:09:34.951606] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-10-11T14:09:34.951637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-10-11T14:09:34.960750] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMSD'.
[2025-10-11T14:09:34.961022] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-10-11T14:09:34.986466] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:34.987212] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-10-11T14:09:34.987266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:34.987300] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:34.987327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:34.987385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:35.004422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:35.004997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:35.005081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:35.005115] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:35.042946] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:35.043132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:35.043175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:35.043206] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:35.048083] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-10-11T14:09:35.048490] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-10-11T14:09:35.048699] [INFO ] [sig       ] CMSD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:35.191310] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CMSD.txt
[2025-10-11T14:09:35.191532] [INFO ] [sig       ] [415/1823] Completed CMSD in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:35.191575] [INFO ] [sig       ] [416/1823] Forecasting CMTG...
[2025-10-11T14:09:35.191611] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-10-11T14:09:35.191662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-10-11T14:09:35.201025] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMTG'.
[2025-10-11T14:09:35.201304] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-10-11T14:09:35.226189] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:35.226945] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-10-11T14:09:35.227000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:35.227034] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:35.227062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:35.227119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:35.244170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:35.244737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:35.244820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:35.244853] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:35.278436] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:35.278526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:35.278562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:35.278608] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:35.281639] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-10-11T14:09:35.281920] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-10-11T14:09:35.282050] [INFO ] [sig       ] CMTG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:35.425437] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CMTG.txt
[2025-10-11T14:09:35.425667] [INFO ] [sig       ] [416/1823] Completed CMTG in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:35.425728] [INFO ] [sig       ] [417/1823] Forecasting CMU...
[2025-10-11T14:09:35.425762] [INFO ] [sig       ] Generating forecast for: CMU
[2025-10-11T14:09:35.425796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'.
[2025-10-11T14:09:35.434542] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMU'.
[2025-10-11T14:09:35.434837] [INFO ] [FORECASTER] Starting predict_future for CMU
[2025-10-11T14:09:35.460423] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:35.461240] [DEBUG] [LOCAL     ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt
[2025-10-11T14:09:35.461298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:35.461333] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:35.461363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:35.461424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:35.479238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:35.479838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:35.479921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:35.479956] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:35.512090] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:35.512185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:35.512252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:35.512281] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:35.516969] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-10-11T14:09:35.517235] [INFO ] [FORECASTER] Completed predict_future for CMU
[2025-10-11T14:09:35.517368] [INFO ] [sig       ] CMU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:35.659560] [INFO ] [LOCAL     ] Saved forecast: CMU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CMU.txt
[2025-10-11T14:09:35.659796] [INFO ] [sig       ] [417/1823] Completed CMU in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:35.659856] [INFO ] [sig       ] [418/1823] Forecasting CNF...
[2025-10-11T14:09:35.659890] [INFO ] [sig       ] Generating forecast for: CNF
[2025-10-11T14:09:35.659922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-10-11T14:09:35.669340] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNF'.
[2025-10-11T14:09:35.669772] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-10-11T14:09:35.696219] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:35.697030] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-10-11T14:09:35.697088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:35.697123] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:35.697152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:35.697228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:35.714612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:35.715216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:35.715299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:35.715335] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:35.748587] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:35.748694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:35.748743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:35.748774] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:35.751796] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-10-11T14:09:35.752050] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-10-11T14:09:35.752182] [INFO ] [sig       ] CNF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:35.892041] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CNF.txt
[2025-10-11T14:09:35.892253] [INFO ] [sig       ] [418/1823] Completed CNF in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:35.892298] [INFO ] [sig       ] [419/1823] Forecasting CNI...
[2025-10-11T14:09:35.892331] [INFO ] [sig       ] Generating forecast for: CNI
[2025-10-11T14:09:35.892364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-10-11T14:09:35.901819] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNI'.
[2025-10-11T14:09:35.902095] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-10-11T14:09:35.927252] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:35.927975] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-10-11T14:09:35.928031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:35.928065] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:35.928093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:35.928151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:35.945275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:35.945847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:35.945927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:35.945961] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:35.979328] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:35.979461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:35.979504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:35.979534] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:35.982626] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-10-11T14:09:35.982909] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-10-11T14:09:35.983041] [INFO ] [sig       ] CNI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:36.122876] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CNI.txt
[2025-10-11T14:09:36.123090] [INFO ] [sig       ] [419/1823] Completed CNI in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:36.123133] [INFO ] [sig       ] [420/1823] Forecasting CNM...
[2025-10-11T14:09:36.123164] [INFO ] [sig       ] Generating forecast for: CNM
[2025-10-11T14:09:36.123196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-10-11T14:09:36.133263] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNM'.
[2025-10-11T14:09:36.133613] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-10-11T14:09:36.158600] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:36.159348] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-10-11T14:09:36.159403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:36.159436] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:36.159464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:36.159522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:36.176243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:36.176863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:36.176945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:36.176978] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:36.213847] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:36.213993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:36.214035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:36.214065] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:36.217424] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-10-11T14:09:36.217726] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-10-11T14:09:36.217876] [INFO ] [sig       ] CNM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:36.357457] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CNM.txt
[2025-10-11T14:09:36.357747] [INFO ] [sig       ] [420/1823] Completed CNM in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:36.357810] [INFO ] [sig       ] [421/1823] Forecasting CNNE...
[2025-10-11T14:09:36.357845] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-10-11T14:09:36.357878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-10-11T14:09:36.368686] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNNE'.
[2025-10-11T14:09:36.369069] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-10-11T14:09:36.394109] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:36.394882] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-10-11T14:09:36.394937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:36.394971] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:36.394999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:36.395057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:36.412198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:36.412767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:36.412856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:36.412889] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:36.449886] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:36.449979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:36.450015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:36.450044] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:36.453093] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=66.65%)
[2025-10-11T14:09:36.453346] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-10-11T14:09:36.453478] [INFO ] [sig       ] CNNE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:36.594636] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CNNE.txt
[2025-10-11T14:09:36.594885] [INFO ] [sig       ] [421/1823] Completed CNNE in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:36.594939] [INFO ] [sig       ] [422/1823] Forecasting CNO...
[2025-10-11T14:09:36.594971] [INFO ] [sig       ] Generating forecast for: CNO
[2025-10-11T14:09:36.595003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-10-11T14:09:36.605211] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNO'.
[2025-10-11T14:09:36.605569] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-10-11T14:09:36.630761] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:36.631433] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-10-11T14:09:36.631487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:36.631520] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:36.631548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:36.631609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:36.648373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:36.648950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:36.649035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:36.649069] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:36.685665] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:36.685772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:36.685810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:36.685838] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:36.689015] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-10-11T14:09:36.689272] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-10-11T14:09:36.689410] [INFO ] [sig       ] CNO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:36.827719] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CNO.txt
[2025-10-11T14:09:36.827955] [INFO ] [sig       ] [422/1823] Completed CNO in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:36.828000] [INFO ] [sig       ] [423/1823] Forecasting CNP...
[2025-10-11T14:09:36.828031] [INFO ] [sig       ] Generating forecast for: CNP
[2025-10-11T14:09:36.828063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-10-11T14:09:36.837560] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNP'.
[2025-10-11T14:09:36.837876] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-10-11T14:09:36.862574] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:36.863289] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-10-11T14:09:36.863344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:36.863377] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:36.863404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:36.863461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:36.880388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:36.880968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:36.881050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:36.881083] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:36.917089] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:36.917194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:36.917232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:36.917281] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:36.920450] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=15.80%)
[2025-10-11T14:09:36.920755] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-10-11T14:09:36.920899] [INFO ] [sig       ] CNP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:37.058927] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CNP.txt
[2025-10-11T14:09:37.059138] [INFO ] [sig       ] [423/1823] Completed CNP in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:37.059181] [INFO ] [sig       ] [424/1823] Forecasting CNQ...
[2025-10-11T14:09:37.059212] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-10-11T14:09:37.059245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-10-11T14:09:37.069786] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNQ'.
[2025-10-11T14:09:37.070118] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-10-11T14:09:37.095098] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:37.095876] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-10-11T14:09:37.095932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:37.095966] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:37.095993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:37.096050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:37.113042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:37.113587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:37.113691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:37.113744] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:37.151367] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:37.151468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:37.151504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:37.151533] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:37.154677] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-10-11T14:09:37.154942] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-10-11T14:09:37.155077] [INFO ] [sig       ] CNQ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:37.294524] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CNQ.txt
[2025-10-11T14:09:37.294800] [INFO ] [sig       ] [424/1823] Completed CNQ in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:37.294862] [INFO ] [sig       ] [425/1823] Forecasting CNX...
[2025-10-11T14:09:37.294901] [INFO ] [sig       ] Generating forecast for: CNX
[2025-10-11T14:09:37.294934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-10-11T14:09:37.304391] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNX'.
[2025-10-11T14:09:37.304689] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-10-11T14:09:37.329782] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:37.330512] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-10-11T14:09:37.330567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:37.330600] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:37.330630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:37.330728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:37.347598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:37.348186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:37.348266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:37.348299] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:37.389075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:37.389185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:37.389229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:37.389259] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:37.392315] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-10-11T14:09:37.392573] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-10-11T14:09:37.392740] [INFO ] [sig       ] CNX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:37.533372] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CNX.txt
[2025-10-11T14:09:37.533621] [INFO ] [sig       ] [425/1823] Completed CNX in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:37.533702] [INFO ] [sig       ] [426/1823] Forecasting CODI...
[2025-10-11T14:09:37.533746] [INFO ] [sig       ] Generating forecast for: CODI
[2025-10-11T14:09:37.533780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-10-11T14:09:37.544074] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CODI'.
[2025-10-11T14:09:37.544403] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-10-11T14:09:37.569260] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:37.569978] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-10-11T14:09:37.570033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:37.570066] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:37.570093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:37.570151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:37.586984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:37.587518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:37.587596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:37.587630] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:37.622064] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:37.622164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:37.622201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:37.622229] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:37.625305] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2025-10-11T14:09:37.625561] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-10-11T14:09:37.625731] [INFO ] [sig       ] CODI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:37.764465] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CODI.txt
[2025-10-11T14:09:37.764704] [INFO ] [sig       ] [426/1823] Completed CODI in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:37.764765] [INFO ] [sig       ] [427/1823] Forecasting COF...
[2025-10-11T14:09:37.764798] [INFO ] [sig       ] Generating forecast for: COF
[2025-10-11T14:09:37.764829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-10-11T14:09:37.774731] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COF'.
[2025-10-11T14:09:37.775014] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-10-11T14:09:37.799705] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:37.800397] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-10-11T14:09:37.800452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:37.800485] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:37.800561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:37.800629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:37.817909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:37.818460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:37.818543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:37.818577] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:37.853409] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:37.853489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:37.853525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:37.853553] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:37.856618] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-10-11T14:09:37.856913] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-10-11T14:09:37.857052] [INFO ] [sig       ] COF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:37.995541] [INFO ] [LOCAL     ] Saved forecast: COF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/COF.txt
[2025-10-11T14:09:37.995793] [INFO ] [sig       ] [427/1823] Completed COF in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:37.995854] [INFO ] [sig       ] [428/1823] Forecasting COHR...
[2025-10-11T14:09:37.995888] [INFO ] [sig       ] Generating forecast for: COHR
[2025-10-11T14:09:37.995920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'.
[2025-10-11T14:09:38.006481] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COHR'.
[2025-10-11T14:09:38.006893] [INFO ] [FORECASTER] Starting predict_future for COHR
[2025-10-11T14:09:38.032475] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:38.033218] [DEBUG] [LOCAL     ] No optimal features file found for COHR: ./output/feature-sets/COHR.txt
[2025-10-11T14:09:38.033282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:38.033316] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:38.033343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:38.033400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:38.050599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:38.051187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:38.051272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:38.051308] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:38.089045] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:38.089134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:38.089170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:38.089199] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:38.092235] [DEBUG] [FORECASTER] COHR: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-10-11T14:09:38.092487] [INFO ] [FORECASTER] Completed predict_future for COHR
[2025-10-11T14:09:38.092620] [INFO ] [sig       ] COHR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:38.235534] [INFO ] [LOCAL     ] Saved forecast: COHR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/COHR.txt
[2025-10-11T14:09:38.235773] [INFO ] [sig       ] [428/1823] Completed COHR in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:38.235843] [INFO ] [sig       ] [429/1823] Forecasting CON...
[2025-10-11T14:09:38.235878] [INFO ] [sig       ] Generating forecast for: CON
[2025-10-11T14:09:38.235911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CON' from 'https://tdm.silogroup.org/data/derivative_storage/CON.csv'.
[2025-10-11T14:09:38.245502] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CON'.
[2025-10-11T14:09:38.245787] [INFO ] [FORECASTER] Starting predict_future for CON
[2025-10-11T14:09:38.271524] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:38.272304] [DEBUG] [LOCAL     ] No optimal features file found for CON: ./output/feature-sets/CON.txt
[2025-10-11T14:09:38.272360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:38.272404] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:38.272434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:38.272494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:38.290411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:38.291337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:38.291428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:38.291465] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:38.329206] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:38.329388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:38.329432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:38.329463] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:38.333113] [DEBUG] [FORECASTER] CON: Forecast T+1@11:T+2@11: DOWN (p=46.51%)
[2025-10-11T14:09:38.333409] [INFO ] [FORECASTER] Completed predict_future for CON
[2025-10-11T14:09:38.333552] [INFO ] [sig       ] CON: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:38.484900] [INFO ] [LOCAL     ] Saved forecast: CON	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CON.txt
[2025-10-11T14:09:38.485176] [INFO ] [sig       ] [429/1823] Completed CON in 0.2s | 4.09 sym/s | Total: 1.7m | ETA: 5.7m
[2025-10-11T14:09:38.485224] [INFO ] [sig       ] [430/1823] Forecasting COOK...
[2025-10-11T14:09:38.485255] [INFO ] [sig       ] Generating forecast for: COOK
[2025-10-11T14:09:38.485288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'.
[2025-10-11T14:09:38.495255] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COOK'.
[2025-10-11T14:09:38.495724] [INFO ] [FORECASTER] Starting predict_future for COOK
[2025-10-11T14:09:38.525204] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:38.526209] [DEBUG] [LOCAL     ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt
[2025-10-11T14:09:38.526295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:38.526361] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:38.526397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:38.526475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:38.548895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:38.549937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:38.550048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:38.550097] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:38.594115] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:38.594370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:38.594442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:38.594519] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:38.600275] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-10-11T14:09:38.600820] [INFO ] [FORECASTER] Completed predict_future for COOK
[2025-10-11T14:09:38.601042] [INFO ] [sig       ] COOK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:38.825886] [INFO ] [LOCAL     ] Saved forecast: COOK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/COOK.txt
[2025-10-11T14:09:38.826267] [INFO ] [sig       ] [430/1823] Completed COOK in 0.3s | 4.09 sym/s | Total: 1.8m | ETA: 5.7m
[2025-10-11T14:09:38.826343] [INFO ] [sig       ] [431/1823] Forecasting COP...
[2025-10-11T14:09:38.826396] [INFO ] [sig       ] Generating forecast for: COP
[2025-10-11T14:09:38.826446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-10-11T14:09:38.844970] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COP'.
[2025-10-11T14:09:38.845906] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-10-11T14:09:38.889735] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:38.891353] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-10-11T14:09:38.891464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:38.891503] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:38.891536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:38.891621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:38.916828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:38.918126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:38.918251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:38.918311] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:38.969314] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:38.969510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:38.969558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:38.969591] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:38.974342] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-10-11T14:09:38.974816] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-10-11T14:09:38.974999] [INFO ] [sig       ] COP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:39.199778] [INFO ] [LOCAL     ] Saved forecast: COP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/COP.txt
[2025-10-11T14:09:39.200118] [INFO ] [sig       ] [431/1823] Completed COP in 0.4s | 4.09 sym/s | Total: 1.8m | ETA: 5.7m
[2025-10-11T14:09:39.200191] [INFO ] [sig       ] [432/1823] Forecasting COR...
[2025-10-11T14:09:39.200237] [INFO ] [sig       ] Generating forecast for: COR
[2025-10-11T14:09:39.200288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'.
[2025-10-11T14:09:39.213418] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COR'.
[2025-10-11T14:09:39.213963] [INFO ] [FORECASTER] Starting predict_future for COR
[2025-10-11T14:09:39.254170] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:39.255278] [DEBUG] [LOCAL     ] No optimal features file found for COR: ./output/feature-sets/COR.txt
[2025-10-11T14:09:39.255355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:39.255403] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:39.255443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:39.255528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:39.282326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:39.283591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:39.283748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:39.283812] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:39.324586] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:39.324804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:39.324857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:39.324889] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:39.328693] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-10-11T14:09:39.329032] [INFO ] [FORECASTER] Completed predict_future for COR
[2025-10-11T14:09:39.329191] [INFO ] [sig       ] COR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:39.495278] [INFO ] [LOCAL     ] Saved forecast: COR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/COR.txt
[2025-10-11T14:09:39.495555] [INFO ] [sig       ] [432/1823] Completed COR in 0.3s | 4.08 sym/s | Total: 1.8m | ETA: 5.7m
[2025-10-11T14:09:39.495601] [INFO ] [sig       ] [433/1823] Forecasting COUR...
[2025-10-11T14:09:39.495632] [INFO ] [sig       ] Generating forecast for: COUR
[2025-10-11T14:09:39.495704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'.
[2025-10-11T14:09:39.505919] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'COUR'.
[2025-10-11T14:09:39.506263] [INFO ] [FORECASTER] Starting predict_future for COUR
[2025-10-11T14:09:39.532422] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:39.533259] [DEBUG] [LOCAL     ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt
[2025-10-11T14:09:39.533315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:39.533351] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:39.533381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:39.533439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:39.551439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:39.552049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:39.552132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:39.552168] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:39.583960] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:39.584053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:39.584090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:39.584119] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:39.587355] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2025-10-11T14:09:39.587703] [INFO ] [FORECASTER] Completed predict_future for COUR
[2025-10-11T14:09:39.587847] [INFO ] [sig       ] COUR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:39.738468] [INFO ] [LOCAL     ] Saved forecast: COUR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/COUR.txt
[2025-10-11T14:09:39.738735] [INFO ] [sig       ] [433/1823] Completed COUR in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.7m
[2025-10-11T14:09:39.738810] [INFO ] [sig       ] [434/1823] Forecasting CP...
[2025-10-11T14:09:39.738845] [INFO ] [sig       ] Generating forecast for: CP
[2025-10-11T14:09:39.738878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-10-11T14:09:39.747865] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CP'.
[2025-10-11T14:09:39.748135] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-10-11T14:09:39.773034] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:39.773813] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-10-11T14:09:39.773869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:39.773902] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:39.773929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:39.773986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:39.792031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:39.792593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:39.792700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:39.792751] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:39.830735] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:39.830898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:39.830942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:39.830972] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:39.834432] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2025-10-11T14:09:39.834763] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-10-11T14:09:39.834920] [INFO ] [sig       ] CP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:39.974907] [INFO ] [LOCAL     ] Saved forecast: CP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CP.txt
[2025-10-11T14:09:39.975150] [INFO ] [sig       ] [434/1823] Completed CP in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.7m
[2025-10-11T14:09:39.975193] [INFO ] [sig       ] [435/1823] Forecasting CPA...
[2025-10-11T14:09:39.975224] [INFO ] [sig       ] Generating forecast for: CPA
[2025-10-11T14:09:39.975256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-10-11T14:09:39.984870] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPA'.
[2025-10-11T14:09:39.985150] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-10-11T14:09:40.010183] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:40.010905] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-10-11T14:09:40.010960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:40.010993] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:40.011021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:40.011079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:40.028292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:40.028940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:40.029025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:40.029059] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:40.067781] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:40.067923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:40.067964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:40.067992] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:40.071359] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=8.13%)
[2025-10-11T14:09:40.071631] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-10-11T14:09:40.071817] [INFO ] [sig       ] CPA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:40.217344] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CPA.txt
[2025-10-11T14:09:40.217609] [INFO ] [sig       ] [435/1823] Completed CPA in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.7m
[2025-10-11T14:09:40.217684] [INFO ] [sig       ] [436/1823] Forecasting CPAY...
[2025-10-11T14:09:40.217742] [INFO ] [sig       ] Generating forecast for: CPAY
[2025-10-11T14:09:40.217778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPAY' from 'https://tdm.silogroup.org/data/derivative_storage/CPAY.csv'.
[2025-10-11T14:09:40.227386] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPAY'.
[2025-10-11T14:09:40.227696] [INFO ] [FORECASTER] Starting predict_future for CPAY
[2025-10-11T14:09:40.252710] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:40.253487] [DEBUG] [LOCAL     ] No optimal features file found for CPAY: ./output/feature-sets/CPAY.txt
[2025-10-11T14:09:40.253543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:40.253577] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:40.253605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:40.253684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:40.270999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:40.271859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:40.271950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:40.271985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:40.308133] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:40.308263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:40.308302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:40.308331] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:40.311633] [DEBUG] [FORECASTER] CPAY: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-10-11T14:09:40.311929] [INFO ] [FORECASTER] Completed predict_future for CPAY
[2025-10-11T14:09:40.312069] [INFO ] [sig       ] CPAY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:40.461811] [INFO ] [LOCAL     ] Saved forecast: CPAY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CPAY.txt
[2025-10-11T14:09:40.462037] [INFO ] [sig       ] [436/1823] Completed CPAY in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.7m
[2025-10-11T14:09:40.462082] [INFO ] [sig       ] [437/1823] Forecasting CPF...
[2025-10-11T14:09:40.462114] [INFO ] [sig       ] Generating forecast for: CPF
[2025-10-11T14:09:40.462146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-10-11T14:09:40.471663] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPF'.
[2025-10-11T14:09:40.471966] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-10-11T14:09:40.501934] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:40.503052] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-10-11T14:09:40.503125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:40.503170] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:40.503211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:40.503312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:40.529452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:40.530632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:40.530779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:40.530836] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:40.580471] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:40.580708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:40.580771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:40.580807] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:40.585000] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-10-11T14:09:40.585372] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-10-11T14:09:40.585527] [INFO ] [sig       ] CPF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:40.732433] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CPF.txt
[2025-10-11T14:09:40.732710] [INFO ] [sig       ] [437/1823] Completed CPF in 0.3s | 4.08 sym/s | Total: 1.8m | ETA: 5.7m
[2025-10-11T14:09:40.732772] [INFO ] [sig       ] [438/1823] Forecasting CPK...
[2025-10-11T14:09:40.732806] [INFO ] [sig       ] Generating forecast for: CPK
[2025-10-11T14:09:40.732840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-10-11T14:09:40.743022] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPK'.
[2025-10-11T14:09:40.743384] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-10-11T14:09:40.768437] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:40.769461] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-10-11T14:09:40.769523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:40.769559] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:40.769588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:40.769669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:40.787972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:40.788705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:40.788797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:40.788833] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:40.829532] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:40.829692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:40.829748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:40.829780] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:40.833375] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-10-11T14:09:40.833673] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-10-11T14:09:40.833835] [INFO ] [sig       ] CPK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:40.974867] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CPK.txt
[2025-10-11T14:09:40.975093] [INFO ] [sig       ] [438/1823] Completed CPK in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.7m
[2025-10-11T14:09:40.975137] [INFO ] [sig       ] [439/1823] Forecasting CPNG...
[2025-10-11T14:09:40.975169] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-10-11T14:09:40.975202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-10-11T14:09:40.985573] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPNG'.
[2025-10-11T14:09:40.985959] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-10-11T14:09:41.011436] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:41.012263] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-10-11T14:09:41.012322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:41.012358] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:41.012388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:41.012448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:41.030011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:41.030604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:41.030713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:41.030760] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:41.074436] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:41.074633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:41.074725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:41.074760] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:41.078239] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2025-10-11T14:09:41.078523] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-10-11T14:09:41.078700] [INFO ] [sig       ] CPNG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:41.220240] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CPNG.txt
[2025-10-11T14:09:41.220508] [INFO ] [sig       ] [439/1823] Completed CPNG in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:41.220553] [INFO ] [sig       ] [440/1823] Forecasting CPRI...
[2025-10-11T14:09:41.220584] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-10-11T14:09:41.220617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-10-11T14:09:41.231190] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPRI'.
[2025-10-11T14:09:41.231532] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-10-11T14:09:41.257039] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:41.257842] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-10-11T14:09:41.257897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:41.257986] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:41.258024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:41.258083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:41.276253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:41.277232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:41.277328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:41.277363] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:41.318094] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:41.318252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:41.318292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:41.318321] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:41.321815] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-10-11T14:09:41.322090] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-10-11T14:09:41.322237] [INFO ] [sig       ] CPRI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:41.478010] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CPRI.txt
[2025-10-11T14:09:41.478299] [INFO ] [sig       ] [440/1823] Completed CPRI in 0.3s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:41.478365] [INFO ] [sig       ] [441/1823] Forecasting CPT...
[2025-10-11T14:09:41.478400] [INFO ] [sig       ] Generating forecast for: CPT
[2025-10-11T14:09:41.478435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'.
[2025-10-11T14:09:41.489373] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPT'.
[2025-10-11T14:09:41.489920] [INFO ] [FORECASTER] Starting predict_future for CPT
[2025-10-11T14:09:41.518919] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:41.519894] [DEBUG] [LOCAL     ] No optimal features file found for CPT: ./output/feature-sets/CPT.txt
[2025-10-11T14:09:41.519951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:41.519986] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:41.520015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:41.520088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:41.541580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:41.542454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:41.542572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:41.542631] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:41.575933] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:41.576088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:41.576131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:41.576163] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:41.580168] [DEBUG] [FORECASTER] CPT: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-10-11T14:09:41.580473] [INFO ] [FORECASTER] Completed predict_future for CPT
[2025-10-11T14:09:41.580630] [INFO ] [sig       ] CPT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:41.749951] [INFO ] [LOCAL     ] Saved forecast: CPT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CPT.txt
[2025-10-11T14:09:41.750209] [INFO ] [sig       ] [441/1823] Completed CPT in 0.3s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:41.750255] [INFO ] [sig       ] [442/1823] Forecasting CQP...
[2025-10-11T14:09:41.750287] [INFO ] [sig       ] Generating forecast for: CQP
[2025-10-11T14:09:41.750321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-10-11T14:09:41.763225] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CQP'.
[2025-10-11T14:09:41.763814] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-10-11T14:09:41.789445] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:41.790239] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-10-11T14:09:41.790295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:41.790330] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:41.790359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:41.790417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:41.808488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:41.809106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:41.809191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:41.809225] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:41.844788] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:41.844876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:41.844913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:41.844942] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:41.847988] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-10-11T14:09:41.848241] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-10-11T14:09:41.848377] [INFO ] [sig       ] CQP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:41.990145] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CQP.txt
[2025-10-11T14:09:41.990385] [INFO ] [sig       ] [442/1823] Completed CQP in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:41.990428] [INFO ] [sig       ] [443/1823] Forecasting CR...
[2025-10-11T14:09:41.990467] [INFO ] [sig       ] Generating forecast for: CR
[2025-10-11T14:09:41.990500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'.
[2025-10-11T14:09:42.000356] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CR'.
[2025-10-11T14:09:42.000689] [INFO ] [FORECASTER] Starting predict_future for CR
[2025-10-11T14:09:42.025699] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:42.026395] [DEBUG] [LOCAL     ] No optimal features file found for CR: ./output/feature-sets/CR.txt
[2025-10-11T14:09:42.026449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:42.026482] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:42.026509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:42.026566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:42.043585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:42.044154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:42.044240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:42.044274] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:42.080240] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:42.080335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:42.080372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:42.080400] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:42.083727] [DEBUG] [FORECASTER] CR: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-10-11T14:09:42.084004] [INFO ] [FORECASTER] Completed predict_future for CR
[2025-10-11T14:09:42.084141] [INFO ] [sig       ] CR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:42.232900] [INFO ] [LOCAL     ] Saved forecast: CR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CR.txt
[2025-10-11T14:09:42.233138] [INFO ] [sig       ] [443/1823] Completed CR in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:42.233181] [INFO ] [sig       ] [444/1823] Forecasting CRBD...
[2025-10-11T14:09:42.233212] [INFO ] [sig       ] Generating forecast for: CRBD
[2025-10-11T14:09:42.233244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBD' from 'https://tdm.silogroup.org/data/derivative_storage/CRBD.csv'.
[2025-10-11T14:09:42.242579] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRBD'.
[2025-10-11T14:09:42.242902] [INFO ] [FORECASTER] Starting predict_future for CRBD
[2025-10-11T14:09:42.271344] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:42.272344] [DEBUG] [LOCAL     ] No optimal features file found for CRBD: ./output/feature-sets/CRBD.txt
[2025-10-11T14:09:42.272402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:42.272437] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:42.272465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:42.272522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:42.295953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:42.296932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:42.297045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:42.297093] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:42.335421] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:42.335517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:42.335554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:42.335582] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:42.338886] [DEBUG] [FORECASTER] CRBD: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-10-11T14:09:42.339172] [INFO ] [FORECASTER] Completed predict_future for CRBD
[2025-10-11T14:09:42.339305] [INFO ] [sig       ] CRBD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:42.479250] [INFO ] [LOCAL     ] Saved forecast: CRBD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CRBD.txt
[2025-10-11T14:09:42.479466] [INFO ] [sig       ] [444/1823] Completed CRBD in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:42.479508] [INFO ] [sig       ] [445/1823] Forecasting CRBG...
[2025-10-11T14:09:42.479538] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-10-11T14:09:42.479570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-10-11T14:09:42.489471] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRBG'.
[2025-10-11T14:09:42.489777] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-10-11T14:09:42.515139] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:42.515851] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-10-11T14:09:42.515905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:42.515938] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:42.515966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:42.516024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:42.532953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:42.533518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:42.533602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:42.533636] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:42.569674] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:42.569765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:42.569809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:42.569844] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:42.574217] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-10-11T14:09:42.574502] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-10-11T14:09:42.574661] [INFO ] [sig       ] CRBG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:42.722687] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CRBG.txt
[2025-10-11T14:09:42.722911] [INFO ] [sig       ] [445/1823] Completed CRBG in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:42.722955] [INFO ] [sig       ] [446/1823] Forecasting CRC...
[2025-10-11T14:09:42.722985] [INFO ] [sig       ] Generating forecast for: CRC
[2025-10-11T14:09:42.723016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-10-11T14:09:42.732570] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRC'.
[2025-10-11T14:09:42.732894] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-10-11T14:09:42.758166] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:42.758895] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-10-11T14:09:42.758950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:42.758983] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:42.759010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:42.759067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:42.776013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:42.776547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:42.776688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:42.776742] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:42.810620] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:42.810726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:42.810770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:42.810804] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:42.813878] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-10-11T14:09:42.814140] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-10-11T14:09:42.814633] [INFO ] [sig       ] CRC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:42.957513] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CRC.txt
[2025-10-11T14:09:42.957833] [INFO ] [sig       ] [446/1823] Completed CRC in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:42.957897] [INFO ] [sig       ] [447/1823] Forecasting CRGY...
[2025-10-11T14:09:42.957931] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-10-11T14:09:42.957964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-10-11T14:09:42.967947] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRGY'.
[2025-10-11T14:09:42.968329] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-10-11T14:09:42.994313] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:42.995184] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-10-11T14:09:42.995240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:42.995275] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:42.995304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:42.995361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:43.013284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:43.014001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:43.014097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:43.014132] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:43.052208] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:43.052327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:43.052365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:43.052394] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:43.055734] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-10-11T14:09:43.056019] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-10-11T14:09:43.056169] [INFO ] [sig       ] CRGY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:43.198098] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CRGY.txt
[2025-10-11T14:09:43.198357] [INFO ] [sig       ] [447/1823] Completed CRGY in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:43.198401] [INFO ] [sig       ] [448/1823] Forecasting CRH...
[2025-10-11T14:09:43.198432] [INFO ] [sig       ] Generating forecast for: CRH
[2025-10-11T14:09:43.198464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-10-11T14:09:43.209213] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRH'.
[2025-10-11T14:09:43.209558] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-10-11T14:09:43.234716] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:43.235447] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-10-11T14:09:43.235520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:43.235555] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:43.235584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:43.235663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:43.252916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:43.253696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:43.253800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:43.253836] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:43.287275] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:43.287447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:43.287491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:43.287521] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:43.291192] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-10-11T14:09:43.291488] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-10-11T14:09:43.291630] [INFO ] [sig       ] CRH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:43.433603] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CRH.txt
[2025-10-11T14:09:43.433923] [INFO ] [sig       ] [448/1823] Completed CRH in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:43.433972] [INFO ] [sig       ] [449/1823] Forecasting CRI...
[2025-10-11T14:09:43.434005] [INFO ] [sig       ] Generating forecast for: CRI
[2025-10-11T14:09:43.434037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-10-11T14:09:43.443685] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRI'.
[2025-10-11T14:09:43.444037] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-10-11T14:09:43.469509] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:43.470356] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-10-11T14:09:43.470413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:43.470449] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:43.470478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:43.470537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:43.487547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:43.488469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:43.488569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:43.488604] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:43.523713] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:43.523874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:43.523914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:43.523943] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:43.527362] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-10-11T14:09:43.527635] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-10-11T14:09:43.527825] [INFO ] [sig       ] CRI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:43.667586] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CRI.txt
[2025-10-11T14:09:43.667862] [INFO ] [sig       ] [449/1823] Completed CRI in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:43.667930] [INFO ] [sig       ] [450/1823] Forecasting CRK...
[2025-10-11T14:09:43.667963] [INFO ] [sig       ] Generating forecast for: CRK
[2025-10-11T14:09:43.668049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-10-11T14:09:43.677803] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRK'.
[2025-10-11T14:09:43.678090] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-10-11T14:09:43.703362] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:43.704080] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-10-11T14:09:43.704134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:43.704167] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:43.704195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:43.704252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:43.721291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:43.721868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:43.721951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:43.721985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:43.762310] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:43.762438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:43.762483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:43.762512] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:43.765773] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-10-11T14:09:43.766036] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-10-11T14:09:43.766165] [INFO ] [sig       ] CRK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:43.912099] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CRK.txt
[2025-10-11T14:09:43.912384] [INFO ] [sig       ] [450/1823] Completed CRK in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:43.912460] [INFO ] [sig       ] [451/1823] Forecasting CRL...
[2025-10-11T14:09:43.912530] [INFO ] [sig       ] Generating forecast for: CRL
[2025-10-11T14:09:43.912607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-10-11T14:09:43.923924] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRL'.
[2025-10-11T14:09:43.924291] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-10-11T14:09:43.950141] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:43.950880] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-10-11T14:09:43.950936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:43.950971] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:43.951001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:43.951060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:43.968633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:43.969386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:43.969469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:43.969502] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:44.006562] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:44.006718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:44.006769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:44.006799] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:44.010065] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-10-11T14:09:44.010350] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-10-11T14:09:44.010489] [INFO ] [sig       ] CRL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:44.150350] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CRL.txt
[2025-10-11T14:09:44.150549] [INFO ] [sig       ] [451/1823] Completed CRL in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:44.150593] [INFO ] [sig       ] [452/1823] Forecasting CRM...
[2025-10-11T14:09:44.150623] [INFO ] [sig       ] Generating forecast for: CRM
[2025-10-11T14:09:44.150688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-10-11T14:09:44.161364] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRM'.
[2025-10-11T14:09:44.161666] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-10-11T14:09:44.186985] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:44.187687] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-10-11T14:09:44.187748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:44.187789] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:44.187823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:44.187893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:44.204813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:44.205369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:44.205453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:44.205488] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:44.243221] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:44.243311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:44.243348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:44.243377] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:44.246449] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-10-11T14:09:44.246778] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-10-11T14:09:44.246924] [INFO ] [sig       ] CRM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:44.386332] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CRM.txt
[2025-10-11T14:09:44.386556] [INFO ] [sig       ] [452/1823] Completed CRM in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:44.386626] [INFO ] [sig       ] [453/1823] Forecasting CRS...
[2025-10-11T14:09:44.386705] [INFO ] [sig       ] Generating forecast for: CRS
[2025-10-11T14:09:44.386749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-10-11T14:09:44.396455] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRS'.
[2025-10-11T14:09:44.396770] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-10-11T14:09:44.421580] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:44.422315] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-10-11T14:09:44.422402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:44.422443] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:44.422471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:44.422528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:44.439353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:44.439940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:44.440023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:44.440072] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:44.476479] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:44.476572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:44.476638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:44.476714] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:44.479845] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-10-11T14:09:44.480099] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-10-11T14:09:44.480240] [INFO ] [sig       ] CRS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:44.619111] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CRS.txt
[2025-10-11T14:09:44.619321] [INFO ] [sig       ] [453/1823] Completed CRS in 0.2s | 4.08 sym/s | Total: 1.8m | ETA: 5.6m
[2025-10-11T14:09:44.619363] [INFO ] [sig       ] [454/1823] Forecasting CRT...
[2025-10-11T14:09:44.619393] [INFO ] [sig       ] Generating forecast for: CRT
[2025-10-11T14:09:44.619424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'.
[2025-10-11T14:09:44.628840] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRT'.
[2025-10-11T14:09:44.629112] [INFO ] [FORECASTER] Starting predict_future for CRT
[2025-10-11T14:09:44.654063] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:44.654793] [DEBUG] [LOCAL     ] No optimal features file found for CRT: ./output/feature-sets/CRT.txt
[2025-10-11T14:09:44.654860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:44.654901] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:44.654935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:44.654999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:44.672316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:44.672904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:44.672985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:44.673018] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:44.709607] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:44.709715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:44.709761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:44.709791] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:44.712835] [DEBUG] [FORECASTER] CRT: Forecast T+1@11:T+2@11: DOWN (p=32.32%)
[2025-10-11T14:09:44.713091] [INFO ] [FORECASTER] Completed predict_future for CRT
[2025-10-11T14:09:44.713227] [INFO ] [sig       ] CRT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:44.852735] [INFO ] [LOCAL     ] Saved forecast: CRT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CRT.txt
[2025-10-11T14:09:44.852972] [INFO ] [sig       ] [454/1823] Completed CRT in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.6m
[2025-10-11T14:09:44.853016] [INFO ] [sig       ] [455/1823] Forecasting CSAN...
[2025-10-11T14:09:44.853047] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-10-11T14:09:44.853079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-10-11T14:09:44.864215] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CSAN'.
[2025-10-11T14:09:44.864635] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-10-11T14:09:44.889726] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:44.890430] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-10-11T14:09:44.890501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:44.890536] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:44.890563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:44.890620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:44.907563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:44.908346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:44.908438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:44.908473] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:44.944708] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:44.944859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:44.944898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:44.944926] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:44.948179] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-10-11T14:09:44.948446] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-10-11T14:09:44.948586] [INFO ] [sig       ] CSAN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:45.088568] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CSAN.txt
[2025-10-11T14:09:45.088798] [INFO ] [sig       ] [455/1823] Completed CSAN in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.6m
[2025-10-11T14:09:45.088862] [INFO ] [sig       ] [456/1823] Forecasting CSL...
[2025-10-11T14:09:45.088896] [INFO ] [sig       ] Generating forecast for: CSL
[2025-10-11T14:09:45.088928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'.
[2025-10-11T14:09:45.097486] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CSL'.
[2025-10-11T14:09:45.097796] [INFO ] [FORECASTER] Starting predict_future for CSL
[2025-10-11T14:09:45.122486] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:45.123190] [DEBUG] [LOCAL     ] No optimal features file found for CSL: ./output/feature-sets/CSL.txt
[2025-10-11T14:09:45.123244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:45.123276] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:45.123304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:45.123360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:45.140530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:45.141118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:45.141232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:45.141271] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:45.179687] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:45.179806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:45.179846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:45.179878] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:45.183146] [DEBUG] [FORECASTER] CSL: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-10-11T14:09:45.183408] [INFO ] [FORECASTER] Completed predict_future for CSL
[2025-10-11T14:09:45.183543] [INFO ] [sig       ] CSL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:45.323201] [INFO ] [LOCAL     ] Saved forecast: CSL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CSL.txt
[2025-10-11T14:09:45.323402] [INFO ] [sig       ] [456/1823] Completed CSL in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.6m
[2025-10-11T14:09:45.323445] [INFO ] [sig       ] [457/1823] Forecasting CSV...
[2025-10-11T14:09:45.323476] [INFO ] [sig       ] Generating forecast for: CSV
[2025-10-11T14:09:45.323518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'.
[2025-10-11T14:09:45.332930] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CSV'.
[2025-10-11T14:09:45.333209] [INFO ] [FORECASTER] Starting predict_future for CSV
[2025-10-11T14:09:45.358059] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:45.358830] [DEBUG] [LOCAL     ] No optimal features file found for CSV: ./output/feature-sets/CSV.txt
[2025-10-11T14:09:45.358884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:45.358917] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:45.358945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:45.359002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:45.376332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:45.376972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:45.377057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:45.377091] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:45.412229] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:45.412334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:45.412372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:45.412400] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:45.415600] [DEBUG] [FORECASTER] CSV: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-10-11T14:09:45.415906] [INFO ] [FORECASTER] Completed predict_future for CSV
[2025-10-11T14:09:45.416044] [INFO ] [sig       ] CSV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:45.559979] [INFO ] [LOCAL     ] Saved forecast: CSV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CSV.txt
[2025-10-11T14:09:45.560246] [INFO ] [sig       ] [457/1823] Completed CSV in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.6m
[2025-10-11T14:09:45.560292] [INFO ] [sig       ] [458/1823] Forecasting CTBB...
[2025-10-11T14:09:45.560325] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-10-11T14:09:45.560359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-10-11T14:09:45.570317] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTBB'.
[2025-10-11T14:09:45.570635] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-10-11T14:09:45.596429] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:45.597214] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-10-11T14:09:45.597271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:45.597305] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:45.597336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:45.597395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:45.615854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:45.616407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:45.616489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:45.616524] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:45.651234] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:45.651323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:45.651359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:45.651387] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:45.654463] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-10-11T14:09:45.654760] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-10-11T14:09:45.654920] [INFO ] [sig       ] CTBB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:45.796372] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CTBB.txt
[2025-10-11T14:09:45.796672] [INFO ] [sig       ] [458/1823] Completed CTBB in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.6m
[2025-10-11T14:09:45.796737] [INFO ] [sig       ] [459/1823] Forecasting CTDD...
[2025-10-11T14:09:45.796770] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-10-11T14:09:45.796821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-10-11T14:09:45.807766] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'CTDD'.
[2025-10-11T14:09:45.808195] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-10-11T14:09:45.838785] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:45.839671] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-10-11T14:09:45.839736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:45.839773] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:45.839805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:45.839878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:45.861167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:45.862044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:45.862134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:45.862169] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:45.897688] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:45.897882] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:45.897936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:45.897972] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:45.902334] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=60.44%)
[2025-10-11T14:09:45.902607] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-10-11T14:09:45.902792] [INFO ] [sig       ] CTDD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:46.046364] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CTDD.txt
[2025-10-11T14:09:46.046572] [INFO ] [sig       ] [459/1823] Completed CTDD in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.6m
[2025-10-11T14:09:46.046675] [INFO ] [sig       ] [460/1823] Forecasting CTRE...
[2025-10-11T14:09:46.046732] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-10-11T14:09:46.046767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-10-11T14:09:46.056819] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTRE'.
[2025-10-11T14:09:46.057108] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-10-11T14:09:46.082808] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:46.083609] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-10-11T14:09:46.083689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:46.083736] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:46.083767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:46.083830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:46.101248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:46.101819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:46.101899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:46.101951] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:46.138135] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:46.138253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:46.138291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:46.138321] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:46.141587] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-10-11T14:09:46.141884] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-10-11T14:09:46.142025] [INFO ] [sig       ] CTRE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:46.288542] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CTRE.txt
[2025-10-11T14:09:46.288771] [INFO ] [sig       ] [460/1823] Completed CTRE in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.6m
[2025-10-11T14:09:46.288831] [INFO ] [sig       ] [461/1823] Forecasting CTS...
[2025-10-11T14:09:46.288865] [INFO ] [sig       ] Generating forecast for: CTS
[2025-10-11T14:09:46.288897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-10-11T14:09:46.299022] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTS'.
[2025-10-11T14:09:46.299401] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-10-11T14:09:46.324347] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:46.325053] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-10-11T14:09:46.325108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:46.325142] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:46.325171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:46.325228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:46.342390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:46.342961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:46.343042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:46.343075] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:46.379244] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:46.379346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:46.379385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:46.379414] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:46.382681] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-10-11T14:09:46.382997] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-10-11T14:09:46.383160] [INFO ] [sig       ] CTS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:46.525313] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CTS.txt
[2025-10-11T14:09:46.525541] [INFO ] [sig       ] [461/1823] Completed CTS in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.6m
[2025-10-11T14:09:46.525585] [INFO ] [sig       ] [462/1823] Forecasting CUBE...
[2025-10-11T14:09:46.525617] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-10-11T14:09:46.525677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-10-11T14:09:46.536416] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CUBE'.
[2025-10-11T14:09:46.536749] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-10-11T14:09:46.563748] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:46.564429] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-10-11T14:09:46.564497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:46.564531] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:46.564558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:46.564614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:46.582009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:46.582547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:46.582626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:46.582693] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:46.615717] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:46.615833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:46.615870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:46.615899] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:46.619699] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-10-11T14:09:46.619977] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-10-11T14:09:46.620112] [INFO ] [sig       ] CUBE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:46.763258] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CUBE.txt
[2025-10-11T14:09:46.763471] [INFO ] [sig       ] [462/1823] Completed CUBE in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.6m
[2025-10-11T14:09:46.763555] [INFO ] [sig       ] [463/1823] Forecasting CUBI...
[2025-10-11T14:09:46.763596] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-10-11T14:09:46.763629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-10-11T14:09:46.773672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CUBI'.
[2025-10-11T14:09:46.773950] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-10-11T14:09:46.800465] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:46.801222] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-10-11T14:09:46.801277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:46.801312] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:46.801341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:46.801398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:46.818719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:46.819260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:46.819340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:46.819373] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:46.851131] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:46.851240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:46.851277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:46.851306] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:46.854477] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-10-11T14:09:46.854782] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-10-11T14:09:46.854917] [INFO ] [sig       ] CUBI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:46.998929] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CUBI.txt
[2025-10-11T14:09:46.999201] [INFO ] [sig       ] [463/1823] Completed CUBI in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:46.999247] [INFO ] [sig       ] [464/1823] Forecasting CUK...
[2025-10-11T14:09:46.999278] [INFO ] [sig       ] Generating forecast for: CUK
[2025-10-11T14:09:46.999312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-10-11T14:09:47.009509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CUK'.
[2025-10-11T14:09:47.009851] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-10-11T14:09:47.035747] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:47.036436] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-10-11T14:09:47.036490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:47.036524] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:47.036552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:47.036631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:47.054023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:47.054557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:47.054637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:47.054710] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:47.090705] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:47.090819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:47.090859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:47.090888] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:47.094530] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2025-10-11T14:09:47.094836] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-10-11T14:09:47.094975] [INFO ] [sig       ] CUK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:47.239151] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CUK.txt
[2025-10-11T14:09:47.239366] [INFO ] [sig       ] [464/1823] Completed CUK in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:47.239410] [INFO ] [sig       ] [465/1823] Forecasting CULP...
[2025-10-11T14:09:47.239440] [INFO ] [sig       ] Generating forecast for: CULP
[2025-10-11T14:09:47.239472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-10-11T14:09:47.249488] [DEBUG] [REMOTE    ] Successfully parsed 1817 rows of historical data for symbol 'CULP'.
[2025-10-11T14:09:47.249809] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-10-11T14:09:47.275416] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:47.276159] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-10-11T14:09:47.276213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:47.276247] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:47.276276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:47.276334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:47.294686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:47.295247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:47.295331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:47.295364] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:47.323685] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:47.323787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:47.323825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:47.323855] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:47.327404] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=40.49%)
[2025-10-11T14:09:47.327720] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-10-11T14:09:47.327878] [INFO ] [sig       ] CULP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:47.475883] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CULP.txt
[2025-10-11T14:09:47.476128] [INFO ] [sig       ] [465/1823] Completed CULP in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:47.476366] [INFO ] [sig       ] [466/1823] Forecasting CURV...
[2025-10-11T14:09:47.476396] [INFO ] [sig       ] Generating forecast for: CURV
[2025-10-11T14:09:47.476430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'.
[2025-10-11T14:09:47.490588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CURV'.
[2025-10-11T14:09:47.491214] [INFO ] [FORECASTER] Starting predict_future for CURV
[2025-10-11T14:09:47.516481] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:47.517405] [DEBUG] [LOCAL     ] No optimal features file found for CURV: ./output/feature-sets/CURV.txt
[2025-10-11T14:09:47.517460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:47.517494] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:47.517522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:47.517579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:47.534899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:47.535460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:47.535543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:47.535576] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:47.572318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:47.572430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:47.572468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:47.572496] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:47.575695] [DEBUG] [FORECASTER] CURV: Forecast T+1@11:T+2@11: DOWN (p=45.72%)
[2025-10-11T14:09:47.575968] [INFO ] [FORECASTER] Completed predict_future for CURV
[2025-10-11T14:09:47.576100] [INFO ] [sig       ] CURV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:47.720356] [INFO ] [LOCAL     ] Saved forecast: CURV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CURV.txt
[2025-10-11T14:09:47.720604] [INFO ] [sig       ] [466/1823] Completed CURV in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:47.720670] [INFO ] [sig       ] [467/1823] Forecasting CUZ...
[2025-10-11T14:09:47.720725] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-10-11T14:09:47.720761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-10-11T14:09:47.731466] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CUZ'.
[2025-10-11T14:09:47.731868] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-10-11T14:09:47.757127] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:47.757952] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-10-11T14:09:47.758008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:47.758042] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:47.758070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:47.758127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:47.775405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:47.776253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:47.776350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:47.776403] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:47.814219] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:47.814401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:47.814444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:47.814473] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:47.818198] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-10-11T14:09:47.818474] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-10-11T14:09:47.818613] [INFO ] [sig       ] CUZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:47.965176] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CUZ.txt
[2025-10-11T14:09:47.965479] [INFO ] [sig       ] [467/1823] Completed CUZ in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:47.965527] [INFO ] [sig       ] [468/1823] Forecasting CVE...
[2025-10-11T14:09:47.965558] [INFO ] [sig       ] Generating forecast for: CVE
[2025-10-11T14:09:47.965591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-10-11T14:09:47.976201] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVE'.
[2025-10-11T14:09:47.976626] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-10-11T14:09:48.002815] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:48.003712] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-10-11T14:09:48.003769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:48.003805] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:48.003833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:48.003902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:48.021171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:48.021816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:48.021899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:48.021933] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:48.057729] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:48.057909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:48.057982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:48.058046] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:48.062282] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-10-11T14:09:48.062788] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-10-11T14:09:48.062978] [INFO ] [sig       ] CVE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:48.235569] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CVE.txt
[2025-10-11T14:09:48.235827] [INFO ] [sig       ] [468/1823] Completed CVE in 0.3s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:48.235898] [INFO ] [sig       ] [469/1823] Forecasting CVEO...
[2025-10-11T14:09:48.235941] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-10-11T14:09:48.235980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-10-11T14:09:48.245684] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVEO'.
[2025-10-11T14:09:48.245959] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-10-11T14:09:48.270995] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:48.271732] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-10-11T14:09:48.271790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:48.271838] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:48.271867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:48.271975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:48.289203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:48.289785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:48.289877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:48.289919] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:48.324427] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:48.324523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:48.324560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:48.324589] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:48.327745] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=18.12%)
[2025-10-11T14:09:48.328034] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-10-11T14:09:48.328174] [INFO ] [sig       ] CVEO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:48.470043] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CVEO.txt
[2025-10-11T14:09:48.470306] [INFO ] [sig       ] [469/1823] Completed CVEO in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:48.470352] [INFO ] [sig       ] [470/1823] Forecasting CVI...
[2025-10-11T14:09:48.470384] [INFO ] [sig       ] Generating forecast for: CVI
[2025-10-11T14:09:48.470418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-10-11T14:09:48.480830] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVI'.
[2025-10-11T14:09:48.481157] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-10-11T14:09:48.506364] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:48.507143] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-10-11T14:09:48.507198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:48.507232] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:48.507260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:48.507318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:48.524339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:48.524923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:48.525007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:48.525040] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:48.564401] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:48.564560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:48.564601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:48.564632] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:48.568144] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-10-11T14:09:48.568415] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-10-11T14:09:48.568561] [INFO ] [sig       ] CVI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:48.708634] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CVI.txt
[2025-10-11T14:09:48.708919] [INFO ] [sig       ] [470/1823] Completed CVI in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:48.708966] [INFO ] [sig       ] [471/1823] Forecasting CVNA...
[2025-10-11T14:09:48.708997] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-10-11T14:09:48.709029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-10-11T14:09:48.717759] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVNA'.
[2025-10-11T14:09:48.718068] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-10-11T14:09:48.743970] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:48.744788] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-10-11T14:09:48.744843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:48.744879] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:48.744908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:48.744967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:48.762147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:48.762722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:48.762805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:48.762838] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:48.799457] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:48.799554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:48.799591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:48.799620] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:48.802783] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-10-11T14:09:48.803049] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-10-11T14:09:48.803187] [INFO ] [sig       ] CVNA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:48.943724] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CVNA.txt
[2025-10-11T14:09:48.943986] [INFO ] [sig       ] [471/1823] Completed CVNA in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:48.944033] [INFO ] [sig       ] [472/1823] Forecasting CVS...
[2025-10-11T14:09:48.944065] [INFO ] [sig       ] Generating forecast for: CVS
[2025-10-11T14:09:48.944101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-10-11T14:09:48.953383] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVS'.
[2025-10-11T14:09:48.953711] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-10-11T14:09:48.978546] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:48.979302] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-10-11T14:09:48.979356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:48.979390] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:48.979417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:48.979474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:48.996291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:48.996897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:48.996983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:48.997016] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:49.034422] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:49.034539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:49.034612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:49.035024] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:49.039181] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=84.39%)
[2025-10-11T14:09:49.039454] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-10-11T14:09:49.039607] [INFO ] [sig       ] CVS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:49.179372] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CVS.txt
[2025-10-11T14:09:49.179678] [INFO ] [sig       ] [472/1823] Completed CVS in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:49.179741] [INFO ] [sig       ] [473/1823] Forecasting CVX...
[2025-10-11T14:09:49.179775] [INFO ] [sig       ] Generating forecast for: CVX
[2025-10-11T14:09:49.179809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-10-11T14:09:49.190208] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVX'.
[2025-10-11T14:09:49.190621] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-10-11T14:09:49.215863] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:49.216667] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-10-11T14:09:49.216730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:49.216765] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:49.216793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:49.216851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:49.233597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:49.234259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:49.234348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:49.234382] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:49.272246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:49.272356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:49.272394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:49.272422] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:49.275615] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=27.02%)
[2025-10-11T14:09:49.275908] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-10-11T14:09:49.276045] [INFO ] [sig       ] CVX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:49.418307] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CVX.txt
[2025-10-11T14:09:49.418544] [INFO ] [sig       ] [473/1823] Completed CVX in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:49.418588] [INFO ] [sig       ] [474/1823] Forecasting CW...
[2025-10-11T14:09:49.418620] [INFO ] [sig       ] Generating forecast for: CW
[2025-10-11T14:09:49.418682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'.
[2025-10-11T14:09:49.428826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CW'.
[2025-10-11T14:09:49.429101] [INFO ] [FORECASTER] Starting predict_future for CW
[2025-10-11T14:09:49.461183] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:49.462213] [DEBUG] [LOCAL     ] No optimal features file found for CW: ./output/feature-sets/CW.txt
[2025-10-11T14:09:49.462268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:49.462315] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:49.462370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:49.462432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:49.480276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:49.480964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:49.481118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:49.481172] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:49.517843] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:49.517932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:49.517968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:49.517998] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:49.521186] [DEBUG] [FORECASTER] CW: Forecast T+1@11:T+2@11: UP (p=53.32%)
[2025-10-11T14:09:49.521439] [INFO ] [FORECASTER] Completed predict_future for CW
[2025-10-11T14:09:49.521571] [INFO ] [sig       ] CW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:49.663852] [INFO ] [LOCAL     ] Saved forecast: CW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CW.txt
[2025-10-11T14:09:49.664156] [INFO ] [sig       ] [474/1823] Completed CW in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:49.664225] [INFO ] [sig       ] [475/1823] Forecasting CWAN...
[2025-10-11T14:09:49.664280] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-10-11T14:09:49.664317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-10-11T14:09:49.676956] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWAN'.
[2025-10-11T14:09:49.677259] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-10-11T14:09:49.702495] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:49.703206] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-10-11T14:09:49.703260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:49.703293] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:49.703321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:49.703377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:49.720299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:49.720901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:49.720983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:49.721016] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:49.758362] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:49.758480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:49.758517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:49.758547] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:49.761797] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-10-11T14:09:49.762058] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-10-11T14:09:49.762189] [INFO ] [sig       ] CWAN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:49.904466] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CWAN.txt
[2025-10-11T14:09:49.904796] [INFO ] [sig       ] [475/1823] Completed CWAN in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:49.904857] [INFO ] [sig       ] [476/1823] Forecasting CWEN...
[2025-10-11T14:09:49.904892] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-10-11T14:09:49.904925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-10-11T14:09:49.914616] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWEN'.
[2025-10-11T14:09:49.914915] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-10-11T14:09:49.939998] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:49.940694] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-10-11T14:09:49.940751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:49.940798] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:49.940827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:49.940884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:49.957831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:49.958373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:49.958451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:49.958484] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:49.996468] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:49.996563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:49.996633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:49.996711] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:49.999999] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-10-11T14:09:50.000268] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-10-11T14:09:50.000402] [INFO ] [sig       ] CWEN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:50.141493] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CWEN.txt
[2025-10-11T14:09:50.141744] [INFO ] [sig       ] [476/1823] Completed CWEN in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:50.141806] [INFO ] [sig       ] [477/1823] Forecasting CWK...
[2025-10-11T14:09:50.141840] [INFO ] [sig       ] Generating forecast for: CWK
[2025-10-11T14:09:50.141872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-10-11T14:09:50.151934] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWK'.
[2025-10-11T14:09:50.152202] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-10-11T14:09:50.177158] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:50.177878] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-10-11T14:09:50.177933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:50.177968] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:50.177998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:50.178058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:50.195205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:50.195776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:50.195858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:50.195891] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:50.236788] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:50.236886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:50.236924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:50.236957] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:50.240095] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-10-11T14:09:50.240348] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-10-11T14:09:50.240488] [INFO ] [sig       ] CWK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:50.380457] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CWK.txt
[2025-10-11T14:09:50.380744] [INFO ] [sig       ] [477/1823] Completed CWK in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:50.380807] [INFO ] [sig       ] [478/1823] Forecasting CWT...
[2025-10-11T14:09:50.380841] [INFO ] [sig       ] Generating forecast for: CWT
[2025-10-11T14:09:50.380873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'.
[2025-10-11T14:09:50.390796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CWT'.
[2025-10-11T14:09:50.391079] [INFO ] [FORECASTER] Starting predict_future for CWT
[2025-10-11T14:09:50.416263] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:50.417167] [DEBUG] [LOCAL     ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt
[2025-10-11T14:09:50.417223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:50.417257] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:50.417286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:50.417343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:50.434440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:50.435047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:50.435127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:50.435160] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:50.479321] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:50.479494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:50.479537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:50.479567] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:50.483223] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2025-10-11T14:09:50.483531] [INFO ] [FORECASTER] Completed predict_future for CWT
[2025-10-11T14:09:50.483759] [INFO ] [sig       ] CWT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:50.623613] [INFO ] [LOCAL     ] Saved forecast: CWT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CWT.txt
[2025-10-11T14:09:50.623866] [INFO ] [sig       ] [478/1823] Completed CWT in 0.2s | 4.09 sym/s | Total: 1.9m | ETA: 5.5m
[2025-10-11T14:09:50.623916] [INFO ] [sig       ] [479/1823] Forecasting CX...
[2025-10-11T14:09:50.623952] [INFO ] [sig       ] Generating forecast for: CX
[2025-10-11T14:09:50.623987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'.
[2025-10-11T14:09:50.634035] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CX'.
[2025-10-11T14:09:50.634357] [INFO ] [FORECASTER] Starting predict_future for CX
[2025-10-11T14:09:50.659840] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:50.660604] [DEBUG] [LOCAL     ] No optimal features file found for CX: ./output/feature-sets/CX.txt
[2025-10-11T14:09:50.660681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:50.660732] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:50.660763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:50.660822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:50.678410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:50.679007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:50.679092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:50.679128] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:50.721455] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:50.721556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:50.721595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:50.721624] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:50.724954] [DEBUG] [FORECASTER] CX: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-10-11T14:09:50.725238] [INFO ] [FORECASTER] Completed predict_future for CX
[2025-10-11T14:09:50.725389] [INFO ] [sig       ] CX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:50.867632] [INFO ] [LOCAL     ] Saved forecast: CX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CX.txt
[2025-10-11T14:09:50.867887] [INFO ] [sig       ] [479/1823] Completed CX in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.5m
[2025-10-11T14:09:50.867933] [INFO ] [sig       ] [480/1823] Forecasting CXE...
[2025-10-11T14:09:50.867967] [INFO ] [sig       ] Generating forecast for: CXE
[2025-10-11T14:09:50.867998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-10-11T14:09:50.878239] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXE'.
[2025-10-11T14:09:50.878673] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-10-11T14:09:50.905287] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:50.906198] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-10-11T14:09:50.906256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:50.906294] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:50.906323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:50.906383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:50.924167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:50.924879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:50.924976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:50.925011] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:50.966299] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:50.966446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:50.966487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:50.966518] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:50.970143] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-10-11T14:09:50.970420] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-10-11T14:09:50.970569] [INFO ] [sig       ] CXE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:51.117337] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CXE.txt
[2025-10-11T14:09:51.117624] [INFO ] [sig       ] [480/1823] Completed CXE in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.5m
[2025-10-11T14:09:51.117711] [INFO ] [sig       ] [481/1823] Forecasting CXH...
[2025-10-11T14:09:51.117756] [INFO ] [sig       ] Generating forecast for: CXH
[2025-10-11T14:09:51.117794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'.
[2025-10-11T14:09:51.128139] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXH'.
[2025-10-11T14:09:51.128459] [INFO ] [FORECASTER] Starting predict_future for CXH
[2025-10-11T14:09:51.164317] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:51.165762] [DEBUG] [LOCAL     ] No optimal features file found for CXH: ./output/feature-sets/CXH.txt
[2025-10-11T14:09:51.165838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:51.165886] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:51.165925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:51.166009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:51.191752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:51.192723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:51.192820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:51.192856] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:51.240396] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:51.240629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:51.240719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:51.240763] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:51.244989] [DEBUG] [FORECASTER] CXH: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-10-11T14:09:51.245296] [INFO ] [FORECASTER] Completed predict_future for CXH
[2025-10-11T14:09:51.245446] [INFO ] [sig       ] CXH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:51.389122] [INFO ] [LOCAL     ] Saved forecast: CXH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CXH.txt
[2025-10-11T14:09:51.389413] [INFO ] [sig       ] [481/1823] Completed CXH in 0.3s | 4.09 sym/s | Total: 2.0m | ETA: 5.5m
[2025-10-11T14:09:51.389460] [INFO ] [sig       ] [482/1823] Forecasting CXM...
[2025-10-11T14:09:51.389491] [INFO ] [sig       ] Generating forecast for: CXM
[2025-10-11T14:09:51.389523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXM' from 'https://tdm.silogroup.org/data/derivative_storage/CXM.csv'.
[2025-10-11T14:09:51.399152] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXM'.
[2025-10-11T14:09:51.399413] [INFO ] [FORECASTER] Starting predict_future for CXM
[2025-10-11T14:09:51.424286] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:51.424999] [DEBUG] [LOCAL     ] No optimal features file found for CXM: ./output/feature-sets/CXM.txt
[2025-10-11T14:09:51.425053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:51.425086] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:51.425163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:51.425230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:51.442445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:51.443051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:51.443145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:51.443179] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:51.472916] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:51.473014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:51.473051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:51.473079] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:51.476185] [DEBUG] [FORECASTER] CXM: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-10-11T14:09:51.476441] [INFO ] [FORECASTER] Completed predict_future for CXM
[2025-10-11T14:09:51.476571] [INFO ] [sig       ] CXM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:51.617145] [INFO ] [LOCAL     ] Saved forecast: CXM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CXM.txt
[2025-10-11T14:09:51.617357] [INFO ] [sig       ] [482/1823] Completed CXM in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.5m
[2025-10-11T14:09:51.617399] [INFO ] [sig       ] [483/1823] Forecasting CXT...
[2025-10-11T14:09:51.617429] [INFO ] [sig       ] Generating forecast for: CXT
[2025-10-11T14:09:51.617461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'.
[2025-10-11T14:09:51.626531] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXT'.
[2025-10-11T14:09:51.626849] [INFO ] [FORECASTER] Starting predict_future for CXT
[2025-10-11T14:09:51.652126] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:51.652843] [DEBUG] [LOCAL     ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt
[2025-10-11T14:09:51.652898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:51.652946] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:51.652976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:51.653032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:51.670422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:51.671018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:51.671100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:51.671133] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:51.703974] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:51.704103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:51.704157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:51.704189] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:51.709721] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-10-11T14:09:51.710031] [INFO ] [FORECASTER] Completed predict_future for CXT
[2025-10-11T14:09:51.710177] [INFO ] [sig       ] CXT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:51.880179] [INFO ] [LOCAL     ] Saved forecast: CXT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CXT.txt
[2025-10-11T14:09:51.880409] [INFO ] [sig       ] [483/1823] Completed CXT in 0.3s | 4.09 sym/s | Total: 2.0m | ETA: 5.5m
[2025-10-11T14:09:51.880453] [INFO ] [sig       ] [484/1823] Forecasting CXW...
[2025-10-11T14:09:51.880485] [INFO ] [sig       ] Generating forecast for: CXW
[2025-10-11T14:09:51.880517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'.
[2025-10-11T14:09:51.890638] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXW'.
[2025-10-11T14:09:51.890971] [INFO ] [FORECASTER] Starting predict_future for CXW
[2025-10-11T14:09:51.926833] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:51.927717] [DEBUG] [LOCAL     ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt
[2025-10-11T14:09:51.927778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:51.927827] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:51.927893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:51.927965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:51.945719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:51.946492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:51.946581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:51.946678] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:51.981196] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:51.981275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:51.981312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:51.981343] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:51.984498] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-10-11T14:09:51.984803] [INFO ] [FORECASTER] Completed predict_future for CXW
[2025-10-11T14:09:51.984941] [INFO ] [sig       ] CXW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:52.125845] [INFO ] [LOCAL     ] Saved forecast: CXW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CXW.txt
[2025-10-11T14:09:52.126095] [INFO ] [sig       ] [484/1823] Completed CXW in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.5m
[2025-10-11T14:09:52.126138] [INFO ] [sig       ] [485/1823] Forecasting CYD...
[2025-10-11T14:09:52.126203] [INFO ] [sig       ] Generating forecast for: CYD
[2025-10-11T14:09:52.126249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-10-11T14:09:52.136095] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CYD'.
[2025-10-11T14:09:52.136387] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-10-11T14:09:52.161232] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:52.161946] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-10-11T14:09:52.162000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:52.162034] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:52.162061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:52.162118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:52.179294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:52.179861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:52.179942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:52.179976] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:52.214616] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:52.214755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:52.214798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:52.214827] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:52.220004] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-10-11T14:09:52.220258] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-10-11T14:09:52.220392] [INFO ] [sig       ] CYD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:52.359521] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/CYD.txt
[2025-10-11T14:09:52.359803] [INFO ] [sig       ] [485/1823] Completed CYD in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.5m
[2025-10-11T14:09:52.359865] [INFO ] [sig       ] [486/1823] Forecasting CYH...
[2025-10-11T14:09:52.359899] [INFO ] [sig       ] Generating forecast for: CYH
[2025-10-11T14:09:52.359931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-10-11T14:09:52.369616] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CYH'.
[2025-10-11T14:09:52.370002] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-10-11T14:09:52.395089] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:52.395895] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-10-11T14:09:52.395950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:52.395987] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:52.396019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:52.396076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:52.413216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:52.414001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:52.414091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:52.414125] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:52.449183] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:52.449307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:52.449346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:52.449375] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:52.452969] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2025-10-11T14:09:52.453408] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-10-11T14:09:52.453613] [INFO ] [sig       ] CYH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:52.606782] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/CYH.txt
[2025-10-11T14:09:52.607030] [INFO ] [sig       ] [486/1823] Completed CYH in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.5m
[2025-10-11T14:09:52.607088] [INFO ] [sig       ] [487/1823] Forecasting D...
[2025-10-11T14:09:52.607122] [INFO ] [sig       ] Generating forecast for: D
[2025-10-11T14:09:52.607155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'D' from 'https://tdm.silogroup.org/data/derivative_storage/D.csv'.
[2025-10-11T14:09:52.617803] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'D'.
[2025-10-11T14:09:52.618169] [INFO ] [FORECASTER] Starting predict_future for D
[2025-10-11T14:09:52.646565] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:52.647463] [DEBUG] [LOCAL     ] No optimal features file found for D: ./output/feature-sets/D.txt
[2025-10-11T14:09:52.647523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:52.647566] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:52.647602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:52.647698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:52.668502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:52.669146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:52.669236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:52.669275] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:52.709812] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:52.710052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:52.710132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:52.710181] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:52.714602] [DEBUG] [FORECASTER] D: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-10-11T14:09:52.714936] [INFO ] [FORECASTER] Completed predict_future for D
[2025-10-11T14:09:52.715097] [INFO ] [sig       ] D: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:52.877312] [INFO ] [LOCAL     ] Saved forecast: D	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/D.txt
[2025-10-11T14:09:52.877605] [INFO ] [sig       ] [487/1823] Completed D in 0.3s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:52.877679] [INFO ] [sig       ] [488/1823] Forecasting DAC...
[2025-10-11T14:09:52.877730] [INFO ] [sig       ] Generating forecast for: DAC
[2025-10-11T14:09:52.877765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'.
[2025-10-11T14:09:52.887490] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAC'.
[2025-10-11T14:09:52.887933] [INFO ] [FORECASTER] Starting predict_future for DAC
[2025-10-11T14:09:52.913345] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:52.914165] [DEBUG] [LOCAL     ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt
[2025-10-11T14:09:52.914221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:52.914257] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:52.914285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:52.914343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:52.931513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:52.932327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:52.932415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:52.932449] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:52.967823] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:52.967911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:52.967968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:52.967998] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:52.971069] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: UP (p=79.48%)
[2025-10-11T14:09:52.971328] [INFO ] [FORECASTER] Completed predict_future for DAC
[2025-10-11T14:09:52.971463] [INFO ] [sig       ] DAC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:53.118917] [INFO ] [LOCAL     ] Saved forecast: DAC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DAC.txt
[2025-10-11T14:09:53.119187] [INFO ] [sig       ] [488/1823] Completed DAC in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:53.119249] [INFO ] [sig       ] [489/1823] Forecasting DAL...
[2025-10-11T14:09:53.119283] [INFO ] [sig       ] Generating forecast for: DAL
[2025-10-11T14:09:53.119316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-10-11T14:09:53.129705] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAL'.
[2025-10-11T14:09:53.130035] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-10-11T14:09:53.155132] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:53.155874] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-10-11T14:09:53.155929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:53.155963] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:53.155991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:53.156049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:53.173067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:53.173609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:53.173726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:53.173781] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:53.209156] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:53.209329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:53.209373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:53.209403] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:53.212995] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-10-11T14:09:53.213273] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-10-11T14:09:53.213414] [INFO ] [sig       ] DAL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:53.352716] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DAL.txt
[2025-10-11T14:09:53.352946] [INFO ] [sig       ] [489/1823] Completed DAL in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:53.352989] [INFO ] [sig       ] [490/1823] Forecasting DAN...
[2025-10-11T14:09:53.353019] [INFO ] [sig       ] Generating forecast for: DAN
[2025-10-11T14:09:53.353050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-10-11T14:09:53.362551] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAN'.
[2025-10-11T14:09:53.362890] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-10-11T14:09:53.387955] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:53.388631] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-10-11T14:09:53.388719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:53.388757] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:53.388784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:53.388857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:53.405769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:53.406300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:53.406379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:53.406413] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:53.442849] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:53.442936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:53.442978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:53.443012] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:53.446067] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-10-11T14:09:53.446326] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-10-11T14:09:53.446454] [INFO ] [sig       ] DAN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:53.596229] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DAN.txt
[2025-10-11T14:09:53.596489] [INFO ] [sig       ] [490/1823] Completed DAN in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:53.596533] [INFO ] [sig       ] [491/1823] Forecasting DAR...
[2025-10-11T14:09:53.596563] [INFO ] [sig       ] Generating forecast for: DAR
[2025-10-11T14:09:53.596620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'.
[2025-10-11T14:09:53.609483] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAR'.
[2025-10-11T14:09:53.610091] [INFO ] [FORECASTER] Starting predict_future for DAR
[2025-10-11T14:09:53.655574] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:53.656535] [DEBUG] [LOCAL     ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt
[2025-10-11T14:09:53.656803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:53.656957] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:53.657027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:53.657147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:53.687819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:53.689087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:53.689209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:53.689280] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:53.731944] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:53.732126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:53.732170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:53.732201] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:53.735816] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: UP (p=88.64%)
[2025-10-11T14:09:53.736100] [INFO ] [FORECASTER] Completed predict_future for DAR
[2025-10-11T14:09:53.736239] [INFO ] [sig       ] DAR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:53.884192] [INFO ] [LOCAL     ] Saved forecast: DAR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DAR.txt
[2025-10-11T14:09:53.884459] [INFO ] [sig       ] [491/1823] Completed DAR in 0.3s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:53.884504] [INFO ] [sig       ] [492/1823] Forecasting DAVA...
[2025-10-11T14:09:53.884535] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-10-11T14:09:53.884567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-10-11T14:09:53.895909] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAVA'.
[2025-10-11T14:09:53.896443] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-10-11T14:09:53.923373] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:53.924196] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-10-11T14:09:53.924251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:53.924285] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:53.924313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:53.924370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:53.941816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:53.942552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:53.942637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:53.942715] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:53.982714] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:53.982899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:53.982943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:53.982972] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:53.986900] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-10-11T14:09:53.987368] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-10-11T14:09:53.987512] [INFO ] [sig       ] DAVA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:54.128959] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DAVA.txt
[2025-10-11T14:09:54.129196] [INFO ] [sig       ] [492/1823] Completed DAVA in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:54.129239] [INFO ] [sig       ] [493/1823] Forecasting DAY...
[2025-10-11T14:09:54.129270] [INFO ] [sig       ] Generating forecast for: DAY
[2025-10-11T14:09:54.129302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAY' from 'https://tdm.silogroup.org/data/derivative_storage/DAY.csv'.
[2025-10-11T14:09:54.139174] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAY'.
[2025-10-11T14:09:54.139484] [INFO ] [FORECASTER] Starting predict_future for DAY
[2025-10-11T14:09:54.165019] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:54.165786] [DEBUG] [LOCAL     ] No optimal features file found for DAY: ./output/feature-sets/DAY.txt
[2025-10-11T14:09:54.165840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:54.165874] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:54.165902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:54.165958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:54.182797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:54.183359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:54.183443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:54.183476] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:54.221685] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:54.221868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:54.221912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:54.221943] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:54.225591] [DEBUG] [FORECASTER] DAY: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-10-11T14:09:54.225893] [INFO ] [FORECASTER] Completed predict_future for DAY
[2025-10-11T14:09:54.226031] [INFO ] [sig       ] DAY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:54.375149] [INFO ] [LOCAL     ] Saved forecast: DAY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DAY.txt
[2025-10-11T14:09:54.375430] [INFO ] [sig       ] [493/1823] Completed DAY in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:54.375491] [INFO ] [sig       ] [494/1823] Forecasting DB...
[2025-10-11T14:09:54.375526] [INFO ] [sig       ] Generating forecast for: DB
[2025-10-11T14:09:54.375559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-10-11T14:09:54.388179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DB'.
[2025-10-11T14:09:54.388513] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-10-11T14:09:54.415407] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:54.416417] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-10-11T14:09:54.416472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:54.416526] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:54.416581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:54.416705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:54.435008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:54.436065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:54.436154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:54.436188] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:54.472166] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:54.472289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:54.472328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:54.472358] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:54.475809] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-10-11T14:09:54.476071] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-10-11T14:09:54.476206] [INFO ] [sig       ] DB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:54.618316] [INFO ] [LOCAL     ] Saved forecast: DB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DB.txt
[2025-10-11T14:09:54.618563] [INFO ] [sig       ] [494/1823] Completed DB in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:54.618822] [INFO ] [sig       ] [495/1823] Forecasting DBI...
[2025-10-11T14:09:54.618877] [INFO ] [sig       ] Generating forecast for: DBI
[2025-10-11T14:09:54.618911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-10-11T14:09:54.628853] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DBI'.
[2025-10-11T14:09:54.629149] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-10-11T14:09:54.655956] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:54.656707] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-10-11T14:09:54.656762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:54.656878] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:54.656916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:54.656979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:54.674523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:54.675094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:54.675174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:54.675208] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:54.710511] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:54.710623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:54.710693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:54.710755] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:54.713947] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2025-10-11T14:09:54.714210] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-10-11T14:09:54.714341] [INFO ] [sig       ] DBI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:54.860720] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DBI.txt
[2025-10-11T14:09:54.860936] [INFO ] [sig       ] [495/1823] Completed DBI in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:54.860980] [INFO ] [sig       ] [496/1823] Forecasting DBRG...
[2025-10-11T14:09:54.861011] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-10-11T14:09:54.861043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-10-11T14:09:54.870131] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DBRG'.
[2025-10-11T14:09:54.870445] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-10-11T14:09:54.896999] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:54.898036] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-10-11T14:09:54.898091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:54.898126] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:54.898155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:54.898213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:54.915395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:54.916470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:54.916568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:54.916634] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:54.950705] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:54.950894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:54.950938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:54.950967] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:54.954681] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-10-11T14:09:54.955002] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-10-11T14:09:54.955150] [INFO ] [sig       ] DBRG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:55.134596] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DBRG.txt
[2025-10-11T14:09:55.134971] [INFO ] [sig       ] [496/1823] Completed DBRG in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:55.135036] [INFO ] [sig       ] [497/1823] Forecasting DCI...
[2025-10-11T14:09:55.135072] [INFO ] [sig       ] Generating forecast for: DCI
[2025-10-11T14:09:55.135123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-10-11T14:09:55.145117] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DCI'.
[2025-10-11T14:09:55.145534] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-10-11T14:09:55.171956] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:55.172756] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-10-11T14:09:55.172812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:55.172847] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:55.172874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:55.172932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:55.191255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:55.191970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:55.192093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:55.192149] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:55.235563] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:55.235762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:55.235815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:55.235846] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:55.239859] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-10-11T14:09:55.240163] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-10-11T14:09:55.240308] [INFO ] [sig       ] DCI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:55.385853] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DCI.txt
[2025-10-11T14:09:55.386096] [INFO ] [sig       ] [497/1823] Completed DCI in 0.3s | 4.08 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:55.386141] [INFO ] [sig       ] [498/1823] Forecasting DCO...
[2025-10-11T14:09:55.386172] [INFO ] [sig       ] Generating forecast for: DCO
[2025-10-11T14:09:55.386205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-10-11T14:09:55.395240] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DCO'.
[2025-10-11T14:09:55.395528] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-10-11T14:09:55.421167] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:55.421886] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-10-11T14:09:55.421941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:55.421974] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:55.422000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:55.422061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:55.439079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:55.439874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:55.439955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:55.439988] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:55.466570] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:55.466722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:55.466770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:55.466801] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:55.469980] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-10-11T14:09:55.470284] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-10-11T14:09:55.470409] [INFO ] [sig       ] DCO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:55.615107] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DCO.txt
[2025-10-11T14:09:55.615349] [INFO ] [sig       ] [498/1823] Completed DCO in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:55.615394] [INFO ] [sig       ] [499/1823] Forecasting DD...
[2025-10-11T14:09:55.615426] [INFO ] [sig       ] Generating forecast for: DD
[2025-10-11T14:09:55.615459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-10-11T14:09:55.624832] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'DD'.
[2025-10-11T14:09:55.625136] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-10-11T14:09:55.652721] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:55.653442] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-10-11T14:09:55.653498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:55.653532] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:55.653561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:55.653618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:55.671630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:55.672215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:55.672474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:55.672508] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:55.700868] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:55.700952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:55.700988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:55.701016] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:55.704146] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=27.53%)
[2025-10-11T14:09:55.704400] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-10-11T14:09:55.704523] [INFO ] [sig       ] DD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:55.855447] [INFO ] [LOCAL     ] Saved forecast: DD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DD.txt
[2025-10-11T14:09:55.855807] [INFO ] [sig       ] [499/1823] Completed DD in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:55.855872] [INFO ] [sig       ] [500/1823] Forecasting DDD...
[2025-10-11T14:09:55.855907] [INFO ] [sig       ] Generating forecast for: DDD
[2025-10-11T14:09:55.855941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-10-11T14:09:55.868565] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DDD'.
[2025-10-11T14:09:55.868957] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-10-11T14:09:55.897270] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:55.898212] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-10-11T14:09:55.898271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:55.898307] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:55.898335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:55.898394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:55.916534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:55.917308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:55.917415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:55.917469] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:55.948871] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:55.949001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:55.949043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:55.949075] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:55.952982] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-10-11T14:09:55.953300] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-10-11T14:09:55.953448] [INFO ] [sig       ] DDD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:56.099832] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DDD.txt
[2025-10-11T14:09:56.100074] [INFO ] [sig       ] [500/1823] Completed DDD in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:56.100126] [INFO ] [sig       ] [501/1823] Forecasting DDT...
[2025-10-11T14:09:56.100158] [INFO ] [sig       ] Generating forecast for: DDT
[2025-10-11T14:09:56.100190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'.
[2025-10-11T14:09:56.109199] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DDT'.
[2025-10-11T14:09:56.109522] [INFO ] [FORECASTER] Starting predict_future for DDT
[2025-10-11T14:09:56.134661] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:56.135449] [DEBUG] [LOCAL     ] No optimal features file found for DDT: ./output/feature-sets/DDT.txt
[2025-10-11T14:09:56.135506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:56.135541] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:56.135571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:56.135629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:56.153140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:56.153836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:56.153949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:56.154011] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:56.184401] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:56.184584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:56.184630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:56.184705] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:56.188867] [DEBUG] [FORECASTER] DDT: Forecast T+1@11:T+2@11: UP (p=54.64%)
[2025-10-11T14:09:56.189176] [INFO ] [FORECASTER] Completed predict_future for DDT
[2025-10-11T14:09:56.189360] [INFO ] [sig       ] DDT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:56.336848] [INFO ] [LOCAL     ] Saved forecast: DDT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DDT.txt
[2025-10-11T14:09:56.337124] [INFO ] [sig       ] [501/1823] Completed DDT in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:56.337170] [INFO ] [sig       ] [502/1823] Forecasting DE...
[2025-10-11T14:09:56.337201] [INFO ] [sig       ] Generating forecast for: DE
[2025-10-11T14:09:56.337234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-10-11T14:09:56.347557] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DE'.
[2025-10-11T14:09:56.348093] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-10-11T14:09:56.376785] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:56.377575] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-10-11T14:09:56.377630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:56.377702] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:56.377742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:56.377802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:56.395973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:56.396534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:56.396670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:56.396733] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:56.435681] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:56.435875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:56.435923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:56.435979] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:56.439784] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-10-11T14:09:56.440121] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-10-11T14:09:56.440268] [INFO ] [sig       ] DE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:56.585361] [INFO ] [LOCAL     ] Saved forecast: DE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DE.txt
[2025-10-11T14:09:56.585572] [INFO ] [sig       ] [502/1823] Completed DE in 0.2s | 4.09 sym/s | Total: 2.0m | ETA: 5.4m
[2025-10-11T14:09:56.585616] [INFO ] [sig       ] [503/1823] Forecasting DEA...
[2025-10-11T14:09:56.585674] [INFO ] [sig       ] Generating forecast for: DEA
[2025-10-11T14:09:56.585729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-10-11T14:09:56.595153] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEA'.
[2025-10-11T14:09:56.595627] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-10-11T14:09:56.622039] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:56.622760] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-10-11T14:09:56.622815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:56.622848] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:56.622876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:56.622932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:56.640903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:56.641614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:56.641719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:56.641762] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:56.673837] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:56.673920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:56.673956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:56.673985] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:56.677109] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=75.55%)
[2025-10-11T14:09:56.677395] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-10-11T14:09:56.677523] [INFO ] [sig       ] DEA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:56.816521] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DEA.txt
[2025-10-11T14:09:56.816760] [INFO ] [sig       ] [503/1823] Completed DEA in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.4m
[2025-10-11T14:09:56.816821] [INFO ] [sig       ] [504/1823] Forecasting DEC...
[2025-10-11T14:09:56.816855] [INFO ] [sig       ] Generating forecast for: DEC
[2025-10-11T14:09:56.816888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEC' from 'https://tdm.silogroup.org/data/derivative_storage/DEC.csv'.
[2025-10-11T14:09:56.826225] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEC'.
[2025-10-11T14:09:56.826505] [INFO ] [FORECASTER] Starting predict_future for DEC
[2025-10-11T14:09:56.851369] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:56.852098] [DEBUG] [LOCAL     ] No optimal features file found for DEC: ./output/feature-sets/DEC.txt
[2025-10-11T14:09:56.852154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:56.852190] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:56.852218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:56.852276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:56.870261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:56.870860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:56.870941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:56.870976] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:56.902999] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:56.903080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:56.903116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:56.903143] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:56.906137] [DEBUG] [FORECASTER] DEC: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-10-11T14:09:56.906385] [INFO ] [FORECASTER] Completed predict_future for DEC
[2025-10-11T14:09:56.906510] [INFO ] [sig       ] DEC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:57.054686] [INFO ] [LOCAL     ] Saved forecast: DEC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DEC.txt
[2025-10-11T14:09:57.055012] [INFO ] [sig       ] [504/1823] Completed DEC in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.4m
[2025-10-11T14:09:57.055077] [INFO ] [sig       ] [505/1823] Forecasting DEI...
[2025-10-11T14:09:57.055114] [INFO ] [sig       ] Generating forecast for: DEI
[2025-10-11T14:09:57.055147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-10-11T14:09:57.066994] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEI'.
[2025-10-11T14:09:57.067343] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-10-11T14:09:57.093200] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:57.093966] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-10-11T14:09:57.094021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:57.094055] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:57.094082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:57.094140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:57.111319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:57.111932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:57.112024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:57.112078] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:57.150684] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:57.150782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:57.150819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:57.150847] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:57.153944] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-10-11T14:09:57.154204] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-10-11T14:09:57.154360] [INFO ] [sig       ] DEI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:57.293798] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DEI.txt
[2025-10-11T14:09:57.294063] [INFO ] [sig       ] [505/1823] Completed DEI in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.4m
[2025-10-11T14:09:57.294110] [INFO ] [sig       ] [506/1823] Forecasting DELL...
[2025-10-11T14:09:57.294141] [INFO ] [sig       ] Generating forecast for: DELL
[2025-10-11T14:09:57.294173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-10-11T14:09:57.303856] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DELL'.
[2025-10-11T14:09:57.304166] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-10-11T14:09:57.329262] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:57.330057] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-10-11T14:09:57.330112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:57.330146] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:57.330173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:57.330230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:57.347129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:57.347715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:57.347800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:57.347834] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:57.385406] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:57.385484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:57.385521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:57.385548] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:57.388677] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-10-11T14:09:57.388937] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-10-11T14:09:57.389078] [INFO ] [sig       ] DELL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:57.528635] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DELL.txt
[2025-10-11T14:09:57.528911] [INFO ] [sig       ] [506/1823] Completed DELL in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.4m
[2025-10-11T14:09:57.528956] [INFO ] [sig       ] [507/1823] Forecasting DFH...
[2025-10-11T14:09:57.528987] [INFO ] [sig       ] Generating forecast for: DFH
[2025-10-11T14:09:57.529019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-10-11T14:09:57.538623] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DFH'.
[2025-10-11T14:09:57.538937] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-10-11T14:09:57.563772] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:57.564452] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-10-11T14:09:57.564505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:57.564538] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:57.564567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:57.564623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:57.582533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:57.583507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:57.583597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:57.583631] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:57.620741] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:57.620828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:57.620864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:57.620893] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:57.623984] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-10-11T14:09:57.624250] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-10-11T14:09:57.624393] [INFO ] [sig       ] DFH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:57.765283] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DFH.txt
[2025-10-11T14:09:57.765512] [INFO ] [sig       ] [507/1823] Completed DFH in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.4m
[2025-10-11T14:09:57.765555] [INFO ] [sig       ] [508/1823] Forecasting DFIN...
[2025-10-11T14:09:57.765594] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-10-11T14:09:57.765627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-10-11T14:09:57.775389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DFIN'.
[2025-10-11T14:09:57.775689] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-10-11T14:09:57.800592] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:57.801326] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-10-11T14:09:57.801381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:57.801461] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:57.801498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:57.801556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:57.818582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:57.819188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:57.819268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:57.819302] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:57.854861] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:57.854968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:57.855006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:57.855034] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:57.858208] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=44.71%)
[2025-10-11T14:09:57.858464] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-10-11T14:09:57.858596] [INFO ] [sig       ] DFIN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:57.998298] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DFIN.txt
[2025-10-11T14:09:57.998517] [INFO ] [sig       ] [508/1823] Completed DFIN in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.4m
[2025-10-11T14:09:57.998559] [INFO ] [sig       ] [509/1823] Forecasting DHF...
[2025-10-11T14:09:57.998590] [INFO ] [sig       ] Generating forecast for: DHF
[2025-10-11T14:09:57.998625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-10-11T14:09:58.008206] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHF'.
[2025-10-11T14:09:58.008545] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-10-11T14:09:58.033471] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:58.034222] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-10-11T14:09:58.034277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:58.034310] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:58.034339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:58.034397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:58.051360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:58.051936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:58.052017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:58.052051] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:58.087258] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:58.087383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:58.087421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:58.087450] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:58.090986] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=29.57%)
[2025-10-11T14:09:58.091256] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-10-11T14:09:58.091574] [INFO ] [sig       ] DHF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:58.232401] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DHF.txt
[2025-10-11T14:09:58.232625] [INFO ] [sig       ] [509/1823] Completed DHF in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.4m
[2025-10-11T14:09:58.232718] [INFO ] [sig       ] [510/1823] Forecasting DHI...
[2025-10-11T14:09:58.232786] [INFO ] [sig       ] Generating forecast for: DHI
[2025-10-11T14:09:58.232820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-10-11T14:09:58.242318] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHI'.
[2025-10-11T14:09:58.242612] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-10-11T14:09:58.267346] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:58.268076] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-10-11T14:09:58.268130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:58.268163] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:58.268191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:58.268248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:58.285402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:58.285984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:58.286067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:58.286102] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:58.322148] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:58.322267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:58.322306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:58.322335] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:58.325602] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-10-11T14:09:58.325901] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-10-11T14:09:58.326041] [INFO ] [sig       ] DHI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:58.471052] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DHI.txt
[2025-10-11T14:09:58.471287] [INFO ] [sig       ] [510/1823] Completed DHI in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.4m
[2025-10-11T14:09:58.471347] [INFO ] [sig       ] [511/1823] Forecasting DHR...
[2025-10-11T14:09:58.471380] [INFO ] [sig       ] Generating forecast for: DHR
[2025-10-11T14:09:58.471422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHR' from 'https://tdm.silogroup.org/data/derivative_storage/DHR.csv'.
[2025-10-11T14:09:58.481912] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'DHR'.
[2025-10-11T14:09:58.482199] [INFO ] [FORECASTER] Starting predict_future for DHR
[2025-10-11T14:09:58.507802] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:58.508500] [DEBUG] [LOCAL     ] No optimal features file found for DHR: ./output/feature-sets/DHR.txt
[2025-10-11T14:09:58.508554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:58.508587] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:58.508615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:58.508697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:58.526053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:58.526701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:58.526810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:58.526864] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:58.563225] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:58.563325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:58.563361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:58.563390] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:58.566633] [DEBUG] [FORECASTER] DHR: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-10-11T14:09:58.566938] [INFO ] [FORECASTER] Completed predict_future for DHR
[2025-10-11T14:09:58.567073] [INFO ] [sig       ] DHR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:58.707316] [INFO ] [LOCAL     ] Saved forecast: DHR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DHR.txt
[2025-10-11T14:09:58.707550] [INFO ] [sig       ] [511/1823] Completed DHR in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:09:58.707593] [INFO ] [sig       ] [512/1823] Forecasting DHT...
[2025-10-11T14:09:58.707625] [INFO ] [sig       ] Generating forecast for: DHT
[2025-10-11T14:09:58.707694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'.
[2025-10-11T14:09:58.717195] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHT'.
[2025-10-11T14:09:58.717508] [INFO ] [FORECASTER] Starting predict_future for DHT
[2025-10-11T14:09:58.742722] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:58.743427] [DEBUG] [LOCAL     ] No optimal features file found for DHT: ./output/feature-sets/DHT.txt
[2025-10-11T14:09:58.743481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:58.743514] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:58.743542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:58.743599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:58.760908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:58.761466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:58.761546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:58.761580] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:58.798166] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:58.798274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:58.798312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:58.798340] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:58.801542] [DEBUG] [FORECASTER] DHT: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-10-11T14:09:58.801842] [INFO ] [FORECASTER] Completed predict_future for DHT
[2025-10-11T14:09:58.801980] [INFO ] [sig       ] DHT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:58.944023] [INFO ] [LOCAL     ] Saved forecast: DHT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DHT.txt
[2025-10-11T14:09:58.944313] [INFO ] [sig       ] [512/1823] Completed DHT in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:09:58.944357] [INFO ] [sig       ] [513/1823] Forecasting DHX...
[2025-10-11T14:09:58.944388] [INFO ] [sig       ] Generating forecast for: DHX
[2025-10-11T14:09:58.944421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-10-11T14:09:58.953830] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHX'.
[2025-10-11T14:09:58.954113] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-10-11T14:09:58.979238] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:58.979970] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-10-11T14:09:58.980038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:58.980073] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:58.980101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:58.980158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:58.997366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:58.997971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:58.998055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:58.998095] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:59.031520] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:59.031620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:59.031699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:59.031744] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:59.034919] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: DOWN (p=36.39%)
[2025-10-11T14:09:59.035190] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-10-11T14:09:59.035332] [INFO ] [sig       ] DHX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:59.174147] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DHX.txt
[2025-10-11T14:09:59.174365] [INFO ] [sig       ] [513/1823] Completed DHX in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:09:59.174408] [INFO ] [sig       ] [514/1823] Forecasting DIAX...
[2025-10-11T14:09:59.174438] [INFO ] [sig       ] Generating forecast for: DIAX
[2025-10-11T14:09:59.174470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'.
[2025-10-11T14:09:59.183752] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DIAX'.
[2025-10-11T14:09:59.184028] [INFO ] [FORECASTER] Starting predict_future for DIAX
[2025-10-11T14:09:59.209335] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:59.210077] [DEBUG] [LOCAL     ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt
[2025-10-11T14:09:59.210135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:59.210170] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:59.210196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:59.210253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:59.228071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:59.228690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:59.228779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:59.228813] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:59.262333] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:59.262523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:59.262568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:59.262598] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:59.266259] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-10-11T14:09:59.266547] [INFO ] [FORECASTER] Completed predict_future for DIAX
[2025-10-11T14:09:59.271316] [INFO ] [sig       ] DIAX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:59.411897] [INFO ] [LOCAL     ] Saved forecast: DIAX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DIAX.txt
[2025-10-11T14:09:59.412135] [INFO ] [sig       ] [514/1823] Completed DIAX in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:09:59.412195] [INFO ] [sig       ] [515/1823] Forecasting DIN...
[2025-10-11T14:09:59.412237] [INFO ] [sig       ] Generating forecast for: DIN
[2025-10-11T14:09:59.412271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-10-11T14:09:59.422349] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DIN'.
[2025-10-11T14:09:59.422634] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-10-11T14:09:59.448079] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:59.448855] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-10-11T14:09:59.448911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:59.448955] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:59.449009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:59.449069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:59.467000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:59.467916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:59.468008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:59.468043] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:59.505530] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:59.505732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:59.505789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:59.505820] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:59.509438] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2025-10-11T14:09:59.509776] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-10-11T14:09:59.509926] [INFO ] [sig       ] DIN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:09:59.654425] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DIN.txt
[2025-10-11T14:09:59.654667] [INFO ] [sig       ] [515/1823] Completed DIN in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:09:59.654730] [INFO ] [sig       ] [516/1823] Forecasting DIS...
[2025-10-11T14:09:59.654763] [INFO ] [sig       ] Generating forecast for: DIS
[2025-10-11T14:09:59.654796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-10-11T14:09:59.664619] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DIS'.
[2025-10-11T14:09:59.664901] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-10-11T14:09:59.690213] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:59.690950] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-10-11T14:09:59.691003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:59.691036] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:59.691064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:59.691120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:59.708430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:59.709029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:59.709115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:59.709148] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:09:59.757181] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:09:59.757350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:09:59.757395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:09:59.757425] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:09:59.761231] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-10-11T14:09:59.761534] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-10-11T14:09:59.761712] [INFO ] [sig       ] DIS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:09:59.904515] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DIS.txt
[2025-10-11T14:09:59.904819] [INFO ] [sig       ] [516/1823] Completed DIS in 0.3s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:09:59.904884] [INFO ] [sig       ] [517/1823] Forecasting DK...
[2025-10-11T14:09:59.904917] [INFO ] [sig       ] Generating forecast for: DK
[2025-10-11T14:09:59.904950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-10-11T14:09:59.916304] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DK'.
[2025-10-11T14:09:59.916736] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-10-11T14:09:59.942850] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:09:59.943566] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-10-11T14:09:59.943621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:09:59.943689] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:09:59.943733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:09:59.943794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:09:59.962432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:09:59.963400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:09:59.963491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:09:59.963525] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:00.004153] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:00.004245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:00.004282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:00.004311] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:00.007518] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-10-11T14:10:00.007825] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-10-11T14:10:00.007970] [INFO ] [sig       ] DK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:00.152082] [INFO ] [LOCAL     ] Saved forecast: DK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DK.txt
[2025-10-11T14:10:00.152338] [INFO ] [sig       ] [517/1823] Completed DK in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:00.152381] [INFO ] [sig       ] [518/1823] Forecasting DKS...
[2025-10-11T14:10:00.152412] [INFO ] [sig       ] Generating forecast for: DKS
[2025-10-11T14:10:00.152443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-10-11T14:10:00.162745] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DKS'.
[2025-10-11T14:10:00.163052] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-10-11T14:10:00.188911] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:00.189774] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-10-11T14:10:00.189833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:00.189870] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:00.189900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:00.189959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:00.207239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:00.207931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:00.208019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:00.208076] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:00.255317] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:00.255502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:00.255545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:00.255575] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:00.259344] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=23.96%)
[2025-10-11T14:10:00.259629] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-10-11T14:10:00.259837] [INFO ] [sig       ] DKS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:00.401259] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DKS.txt
[2025-10-11T14:10:00.401497] [INFO ] [sig       ] [518/1823] Completed DKS in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:00.401539] [INFO ] [sig       ] [519/1823] Forecasting DLNG...
[2025-10-11T14:10:00.401570] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-10-11T14:10:00.401602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-10-11T14:10:00.411576] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DLNG'.
[2025-10-11T14:10:00.411887] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-10-11T14:10:00.437038] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:00.437846] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-10-11T14:10:00.437915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:00.437956] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:00.437987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:00.438044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:00.456357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:00.457276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:00.457368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:00.457405] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:00.496334] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:00.496537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:00.496621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:00.496709] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:00.500535] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=13.68%)
[2025-10-11T14:10:00.500908] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-10-11T14:10:00.501059] [INFO ] [sig       ] DLNG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:00.643470] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DLNG.txt
[2025-10-11T14:10:00.643731] [INFO ] [sig       ] [519/1823] Completed DLNG in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:00.643794] [INFO ] [sig       ] [520/1823] Forecasting DLR...
[2025-10-11T14:10:00.643828] [INFO ] [sig       ] Generating forecast for: DLR
[2025-10-11T14:10:00.643861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'.
[2025-10-11T14:10:00.654318] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DLR'.
[2025-10-11T14:10:00.654629] [INFO ] [FORECASTER] Starting predict_future for DLR
[2025-10-11T14:10:00.679771] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:00.680449] [DEBUG] [LOCAL     ] No optimal features file found for DLR: ./output/feature-sets/DLR.txt
[2025-10-11T14:10:00.680518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:00.680553] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:00.680581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:00.680638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:00.698188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:00.698874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:00.698964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:00.699000] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:00.733075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:00.733180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:00.733220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:00.733251] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:00.736413] [DEBUG] [FORECASTER] DLR: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-10-11T14:10:00.736758] [INFO ] [FORECASTER] Completed predict_future for DLR
[2025-10-11T14:10:00.736899] [INFO ] [sig       ] DLR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:00.880067] [INFO ] [LOCAL     ] Saved forecast: DLR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DLR.txt
[2025-10-11T14:10:00.880292] [INFO ] [sig       ] [520/1823] Completed DLR in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:00.880336] [INFO ] [sig       ] [521/1823] Forecasting DLY...
[2025-10-11T14:10:00.880368] [INFO ] [sig       ] Generating forecast for: DLY
[2025-10-11T14:10:00.880401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-10-11T14:10:00.889601] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DLY'.
[2025-10-11T14:10:00.889921] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-10-11T14:10:00.915506] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:00.916306] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-10-11T14:10:00.916362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:00.916444] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:00.916483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:00.916543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:00.934665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:00.935304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:00.935391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:00.935453] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:00.973402] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:00.973555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:00.973594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:00.973623] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:00.976887] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-10-11T14:10:00.977174] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-10-11T14:10:00.977338] [INFO ] [sig       ] DLY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:01.119123] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DLY.txt
[2025-10-11T14:10:01.119326] [INFO ] [sig       ] [521/1823] Completed DLY in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:01.119369] [INFO ] [sig       ] [522/1823] Forecasting DMA...
[2025-10-11T14:10:01.119400] [INFO ] [sig       ] Generating forecast for: DMA
[2025-10-11T14:10:01.119440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'.
[2025-10-11T14:10:01.128798] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DMA'.
[2025-10-11T14:10:01.129073] [INFO ] [FORECASTER] Starting predict_future for DMA
[2025-10-11T14:10:01.154378] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:01.155117] [DEBUG] [LOCAL     ] No optimal features file found for DMA: ./output/feature-sets/DMA.txt
[2025-10-11T14:10:01.155171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:01.155210] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:01.155237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:01.155295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:01.172400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:01.172973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:01.173056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:01.173091] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:01.207274] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:01.207363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:01.207398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:01.207426] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:01.210467] [DEBUG] [FORECASTER] DMA: Forecast T+1@11:T+2@11: UP (p=79.07%)
[2025-10-11T14:10:01.210763] [INFO ] [FORECASTER] Completed predict_future for DMA
[2025-10-11T14:10:01.210915] [INFO ] [sig       ] DMA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:01.357368] [INFO ] [LOCAL     ] Saved forecast: DMA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DMA.txt
[2025-10-11T14:10:01.357675] [INFO ] [sig       ] [522/1823] Completed DMA in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:01.357752] [INFO ] [sig       ] [523/1823] Forecasting DMB...
[2025-10-11T14:10:01.357815] [INFO ] [sig       ] Generating forecast for: DMB
[2025-10-11T14:10:01.357873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-10-11T14:10:01.369686] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DMB'.
[2025-10-11T14:10:01.370134] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-10-11T14:10:01.398125] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:01.398896] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-10-11T14:10:01.398952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:01.399004] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:01.399067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:01.399147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:01.419159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:01.420131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:01.420248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:01.420304] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:01.458412] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:01.458608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:01.458710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:01.458768] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:01.463894] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-10-11T14:10:01.464296] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-10-11T14:10:01.464526] [INFO ] [sig       ] DMB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:01.629507] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DMB.txt
[2025-10-11T14:10:01.629767] [INFO ] [sig       ] [523/1823] Completed DMB in 0.3s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:01.629831] [INFO ] [sig       ] [524/1823] Forecasting DMO...
[2025-10-11T14:10:01.629864] [INFO ] [sig       ] Generating forecast for: DMO
[2025-10-11T14:10:01.629897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-10-11T14:10:01.640341] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DMO'.
[2025-10-11T14:10:01.640754] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-10-11T14:10:01.666328] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:01.667208] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-10-11T14:10:01.667277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:01.667319] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:01.667353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:01.667415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:01.684811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:01.685560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:01.685671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:01.685726] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:01.724583] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:01.724769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:01.724822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:01.724854] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:01.728443] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=50.62%)
[2025-10-11T14:10:01.728786] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-10-11T14:10:01.728938] [INFO ] [sig       ] DMO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:01.874167] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DMO.txt
[2025-10-11T14:10:01.874416] [INFO ] [sig       ] [524/1823] Completed DMO in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:01.874461] [INFO ] [sig       ] [525/1823] Forecasting DNA...
[2025-10-11T14:10:01.874492] [INFO ] [sig       ] Generating forecast for: DNA
[2025-10-11T14:10:01.874526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-10-11T14:10:01.885773] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DNA'.
[2025-10-11T14:10:01.886123] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-10-11T14:10:01.912067] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:01.912873] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-10-11T14:10:01.912930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:01.912965] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:01.912995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:01.913054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:01.930600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:01.931226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:01.931328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:01.931382] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:01.970270] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:01.970450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:01.970496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:01.970527] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:01.974245] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-10-11T14:10:01.974533] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-10-11T14:10:01.974705] [INFO ] [sig       ] DNA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:02.123425] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DNA.txt
[2025-10-11T14:10:02.123746] [INFO ] [sig       ] [525/1823] Completed DNA in 0.2s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:02.123809] [INFO ] [sig       ] [526/1823] Forecasting DNOW...
[2025-10-11T14:10:02.123843] [INFO ] [sig       ] Generating forecast for: DNOW
[2025-10-11T14:10:02.123876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'.
[2025-10-11T14:10:02.133524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DNOW'.
[2025-10-11T14:10:02.133896] [INFO ] [FORECASTER] Starting predict_future for DNOW
[2025-10-11T14:10:02.159872] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:02.160615] [DEBUG] [LOCAL     ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt
[2025-10-11T14:10:02.160696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:02.160743] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:02.160775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:02.160842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:02.178317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:02.178994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:02.179083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:02.179118] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:02.211462] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:02.211576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:02.211617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:02.211678] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:02.215285] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-10-11T14:10:02.215575] [INFO ] [FORECASTER] Completed predict_future for DNOW
[2025-10-11T14:10:02.215746] [INFO ] [sig       ] DNOW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:02.376016] [INFO ] [LOCAL     ] Saved forecast: DNOW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DNOW.txt
[2025-10-11T14:10:02.376385] [INFO ] [sig       ] [526/1823] Completed DNOW in 0.3s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:02.376459] [INFO ] [sig       ] [527/1823] Forecasting DNP...
[2025-10-11T14:10:02.376503] [INFO ] [sig       ] Generating forecast for: DNP
[2025-10-11T14:10:02.376545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-10-11T14:10:02.387063] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DNP'.
[2025-10-11T14:10:02.387504] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-10-11T14:10:02.417136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:02.418099] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-10-11T14:10:02.418162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:02.418220] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:02.418251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:02.418314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:02.438185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:02.439069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:02.439166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:02.439206] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:02.476735] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:02.476917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:02.476964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:02.476995] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:02.480826] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=75.10%)
[2025-10-11T14:10:02.481116] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-10-11T14:10:02.481310] [INFO ] [sig       ] DNP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:02.635095] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DNP.txt
[2025-10-11T14:10:02.635308] [INFO ] [sig       ] [527/1823] Completed DNP in 0.3s | 4.09 sym/s | Total: 2.1m | ETA: 5.3m
[2025-10-11T14:10:02.635351] [INFO ] [sig       ] [528/1823] Forecasting DOC...
[2025-10-11T14:10:02.635383] [INFO ] [sig       ] Generating forecast for: DOC
[2025-10-11T14:10:02.635415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOC' from 'https://tdm.silogroup.org/data/derivative_storage/DOC.csv'.
[2025-10-11T14:10:02.645003] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOC'.
[2025-10-11T14:10:02.645296] [INFO ] [FORECASTER] Starting predict_future for DOC
[2025-10-11T14:10:02.670960] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:02.671773] [DEBUG] [LOCAL     ] No optimal features file found for DOC: ./output/feature-sets/DOC.txt
[2025-10-11T14:10:02.671829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:02.671864] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:02.671893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:02.671951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:02.689639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:02.690232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:02.690318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:02.690353] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:02.725190] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:02.725302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:02.725349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:02.725389] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:02.728685] [DEBUG] [FORECASTER] DOC: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-10-11T14:10:02.728959] [INFO ] [FORECASTER] Completed predict_future for DOC
[2025-10-11T14:10:02.729095] [INFO ] [sig       ] DOC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:02.878664] [INFO ] [LOCAL     ] Saved forecast: DOC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DOC.txt
[2025-10-11T14:10:02.878892] [INFO ] [sig       ] [528/1823] Completed DOC in 0.2s | 4.09 sym/s | Total: 2.2m | ETA: 5.3m
[2025-10-11T14:10:02.878940] [INFO ] [sig       ] [529/1823] Forecasting DOCN...
[2025-10-11T14:10:02.878971] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-10-11T14:10:02.879003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-10-11T14:10:02.888588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOCN'.
[2025-10-11T14:10:02.888889] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-10-11T14:10:02.919745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:02.920578] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-10-11T14:10:02.920639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:02.920716] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:02.920749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:02.920824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:02.938342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:02.938998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:02.939099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:02.939152] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:02.974173] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:02.974362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:02.974426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:02.974460] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:02.978271] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-10-11T14:10:02.978597] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-10-11T14:10:02.978783] [INFO ] [sig       ] DOCN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:03.131219] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DOCN.txt
[2025-10-11T14:10:03.131526] [INFO ] [sig       ] [529/1823] Completed DOCN in 0.3s | 4.09 sym/s | Total: 2.2m | ETA: 5.3m
[2025-10-11T14:10:03.131587] [INFO ] [sig       ] [530/1823] Forecasting DOLE...
[2025-10-11T14:10:03.131622] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-10-11T14:10:03.131687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-10-11T14:10:03.142265] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOLE'.
[2025-10-11T14:10:03.142539] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-10-11T14:10:03.167977] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:03.168704] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-10-11T14:10:03.168761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:03.168795] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:03.168823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:03.168880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:03.186191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:03.186808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:03.186894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:03.186929] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:03.220994] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:03.221076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:03.221112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:03.221141] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:03.224189] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-10-11T14:10:03.224444] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-10-11T14:10:03.224592] [INFO ] [sig       ] DOLE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:03.366793] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DOLE.txt
[2025-10-11T14:10:03.367062] [INFO ] [sig       ] [530/1823] Completed DOLE in 0.2s | 4.09 sym/s | Total: 2.2m | ETA: 5.3m
[2025-10-11T14:10:03.367108] [INFO ] [sig       ] [531/1823] Forecasting DOUG...
[2025-10-11T14:10:03.367138] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-10-11T14:10:03.367223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-10-11T14:10:03.378776] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOUG'.
[2025-10-11T14:10:03.379096] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-10-11T14:10:03.404299] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:03.405040] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-10-11T14:10:03.405096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:03.405130] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:03.405159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:03.405217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:03.422305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:03.422888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:03.422968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:03.423002] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:03.458142] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:03.458257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:03.458295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:03.458332] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:03.461582] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-10-11T14:10:03.461876] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-10-11T14:10:03.462015] [INFO ] [sig       ] DOUG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:03.607541] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DOUG.txt
[2025-10-11T14:10:03.607844] [INFO ] [sig       ] [531/1823] Completed DOUG in 0.2s | 4.09 sym/s | Total: 2.2m | ETA: 5.3m
[2025-10-11T14:10:03.607906] [INFO ] [sig       ] [532/1823] Forecasting DOV...
[2025-10-11T14:10:03.607941] [INFO ] [sig       ] Generating forecast for: DOV
[2025-10-11T14:10:03.607975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'.
[2025-10-11T14:10:03.618017] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOV'.
[2025-10-11T14:10:03.618299] [INFO ] [FORECASTER] Starting predict_future for DOV
[2025-10-11T14:10:03.643120] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:03.643860] [DEBUG] [LOCAL     ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt
[2025-10-11T14:10:03.643915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:03.643949] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:03.643976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:03.644034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:03.661266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:03.662164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:03.662261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:03.662306] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:03.697506] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:03.697669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:03.697728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:03.697760] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:03.701025] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-10-11T14:10:03.701298] [INFO ] [FORECASTER] Completed predict_future for DOV
[2025-10-11T14:10:03.701433] [INFO ] [sig       ] DOV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:03.842540] [INFO ] [LOCAL     ] Saved forecast: DOV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DOV.txt
[2025-10-11T14:10:03.842819] [INFO ] [sig       ] [532/1823] Completed DOV in 0.2s | 4.09 sym/s | Total: 2.2m | ETA: 5.3m
[2025-10-11T14:10:03.842882] [INFO ] [sig       ] [533/1823] Forecasting DOW...
[2025-10-11T14:10:03.842917] [INFO ] [sig       ] Generating forecast for: DOW
[2025-10-11T14:10:03.842952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'.
[2025-10-11T14:10:03.852580] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DOW'.
[2025-10-11T14:10:03.852900] [INFO ] [FORECASTER] Starting predict_future for DOW
[2025-10-11T14:10:03.877843] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:03.878524] [DEBUG] [LOCAL     ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt
[2025-10-11T14:10:03.878578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:03.878612] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:03.878660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:03.878746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:03.895772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:03.896483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:03.896568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:03.896628] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:03.937374] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:03.937536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:03.937579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:03.937611] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:03.941259] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-10-11T14:10:03.941554] [INFO ] [FORECASTER] Completed predict_future for DOW
[2025-10-11T14:10:03.941729] [INFO ] [sig       ] DOW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:04.083159] [INFO ] [LOCAL     ] Saved forecast: DOW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DOW.txt
[2025-10-11T14:10:04.083372] [INFO ] [sig       ] [533/1823] Completed DOW in 0.2s | 4.09 sym/s | Total: 2.2m | ETA: 5.3m
[2025-10-11T14:10:04.083414] [INFO ] [sig       ] [534/1823] Forecasting DPG...
[2025-10-11T14:10:04.083447] [INFO ] [sig       ] Generating forecast for: DPG
[2025-10-11T14:10:04.083480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-10-11T14:10:04.093152] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DPG'.
[2025-10-11T14:10:04.093441] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-10-11T14:10:04.119078] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:04.119819] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-10-11T14:10:04.119908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:04.119964] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:04.119995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:04.120053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:04.138116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:04.138687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:04.138775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:04.138809] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:04.172844] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:04.172946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:04.172982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:04.173010] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:04.176095] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2025-10-11T14:10:04.176359] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-10-11T14:10:04.176496] [INFO ] [sig       ] DPG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:04.404707] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DPG.txt
[2025-10-11T14:10:04.404992] [INFO ] [sig       ] [534/1823] Completed DPG in 0.3s | 4.09 sym/s | Total: 2.2m | ETA: 5.3m
[2025-10-11T14:10:04.405041] [INFO ] [sig       ] [535/1823] Forecasting DRD...
[2025-10-11T14:10:04.405073] [INFO ] [sig       ] Generating forecast for: DRD
[2025-10-11T14:10:04.405105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-10-11T14:10:04.415142] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRD'.
[2025-10-11T14:10:04.415637] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-10-11T14:10:04.449238] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:04.450442] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-10-11T14:10:04.450520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:04.450585] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:04.450636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:04.450769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:04.469403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:04.470316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:04.470405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:04.470441] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:04.501374] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:04.501474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:04.501513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:04.501544] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:04.504829] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-10-11T14:10:04.505092] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-10-11T14:10:04.505225] [INFO ] [sig       ] DRD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:04.663402] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DRD.txt
[2025-10-11T14:10:04.663674] [INFO ] [sig       ] [535/1823] Completed DRD in 0.3s | 4.09 sym/s | Total: 2.2m | ETA: 5.3m
[2025-10-11T14:10:04.663739] [INFO ] [sig       ] [536/1823] Forecasting DRI...
[2025-10-11T14:10:04.663775] [INFO ] [sig       ] Generating forecast for: DRI
[2025-10-11T14:10:04.663811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-10-11T14:10:04.673850] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRI'.
[2025-10-11T14:10:04.674206] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-10-11T14:10:04.700750] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:04.701546] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-10-11T14:10:04.701605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:04.701663] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:04.701719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:04.701782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:04.720122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:04.721078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:04.721167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:04.721202] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:04.761818] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:04.761903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:04.761940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:04.761969] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:04.765094] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=51.27%)
[2025-10-11T14:10:04.765354] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-10-11T14:10:04.765487] [INFO ] [sig       ] DRI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:04.905907] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DRI.txt
[2025-10-11T14:10:04.906122] [INFO ] [sig       ] [536/1823] Completed DRI in 0.2s | 4.09 sym/s | Total: 2.2m | ETA: 5.3m
[2025-10-11T14:10:04.906164] [INFO ] [sig       ] [537/1823] Forecasting DRLL...
[2025-10-11T14:10:04.906195] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-10-11T14:10:04.906227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-10-11T14:10:04.915817] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'DRLL'.
[2025-10-11T14:10:04.916123] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-10-11T14:10:04.941277] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:04.942003] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-10-11T14:10:04.942058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:04.942090] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:04.942119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:04.942176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:04.959012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:04.959568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:04.959707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:04.959755] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:04.996971] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:04.997071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:04.997109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:04.997138] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:05.000371] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-10-11T14:10:05.000635] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-10-11T14:10:05.000808] [INFO ] [sig       ] DRLL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:05.139572] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DRLL.txt
[2025-10-11T14:10:05.139825] [INFO ] [sig       ] [537/1823] Completed DRLL in 0.2s | 4.09 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:05.139884] [INFO ] [sig       ] [538/1823] Forecasting DSL...
[2025-10-11T14:10:05.139918] [INFO ] [sig       ] Generating forecast for: DSL
[2025-10-11T14:10:05.139951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-10-11T14:10:05.149271] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSL'.
[2025-10-11T14:10:05.149565] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-10-11T14:10:05.174441] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:05.175154] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-10-11T14:10:05.175209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:05.175243] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:05.175271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:05.175327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:05.192548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:05.193124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:05.193204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:05.193238] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:05.231799] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:05.231968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:05.232030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:05.232079] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:05.235814] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-10-11T14:10:05.236131] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-10-11T14:10:05.236274] [INFO ] [sig       ] DSL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:05.379803] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DSL.txt
[2025-10-11T14:10:05.380015] [INFO ] [sig       ] [538/1823] Completed DSL in 0.2s | 4.09 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:05.380059] [INFO ] [sig       ] [539/1823] Forecasting DSM...
[2025-10-11T14:10:05.380089] [INFO ] [sig       ] Generating forecast for: DSM
[2025-10-11T14:10:05.380121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-10-11T14:10:05.390352] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSM'.
[2025-10-11T14:10:05.390622] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-10-11T14:10:05.415943] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:05.416670] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-10-11T14:10:05.416729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:05.416763] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:05.416791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:05.416848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:05.434003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:05.434552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:05.434635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:05.434710] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:05.475933] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:05.476042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:05.476079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:05.476108] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:05.479249] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=64.10%)
[2025-10-11T14:10:05.479509] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-10-11T14:10:05.479669] [INFO ] [sig       ] DSM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:05.621535] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DSM.txt
[2025-10-11T14:10:05.621773] [INFO ] [sig       ] [539/1823] Completed DSM in 0.2s | 4.09 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:05.621835] [INFO ] [sig       ] [540/1823] Forecasting DSMC...
[2025-10-11T14:10:05.621868] [INFO ] [sig       ] Generating forecast for: DSMC
[2025-10-11T14:10:05.621900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'.
[2025-10-11T14:10:05.636340] [DEBUG] [REMOTE    ] Successfully parsed 1817 rows of historical data for symbol 'DSMC'.
[2025-10-11T14:10:05.637017] [INFO ] [FORECASTER] Starting predict_future for DSMC
[2025-10-11T14:10:05.679373] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:05.680856] [DEBUG] [LOCAL     ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt
[2025-10-11T14:10:05.680948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:05.681021] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:05.681095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:05.681210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:05.704834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:05.706070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:05.706176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:05.706213] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:05.752942] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:05.753218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:05.753267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:05.753299] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:05.758241] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: UP (p=86.58%)
[2025-10-11T14:10:05.758564] [INFO ] [FORECASTER] Completed predict_future for DSMC
[2025-10-11T14:10:05.758772] [INFO ] [sig       ] DSMC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:05.914834] [INFO ] [LOCAL     ] Saved forecast: DSMC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DSMC.txt
[2025-10-11T14:10:05.915275] [INFO ] [sig       ] [540/1823] Completed DSMC in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:05.915345] [INFO ] [sig       ] [541/1823] Forecasting DSU...
[2025-10-11T14:10:05.915393] [INFO ] [sig       ] Generating forecast for: DSU
[2025-10-11T14:10:05.915445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'.
[2025-10-11T14:10:05.929006] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSU'.
[2025-10-11T14:10:05.929475] [INFO ] [FORECASTER] Starting predict_future for DSU
[2025-10-11T14:10:05.958561] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:05.959484] [DEBUG] [LOCAL     ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt
[2025-10-11T14:10:05.959545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:05.959611] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:05.959668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:05.959758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:05.979070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:05.980108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:05.980217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:05.980253] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:06.036419] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:06.036735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:06.036799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:06.036833] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:06.045177] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-10-11T14:10:06.045615] [INFO ] [FORECASTER] Completed predict_future for DSU
[2025-10-11T14:10:06.045924] [INFO ] [sig       ] DSU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:06.211776] [INFO ] [LOCAL     ] Saved forecast: DSU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DSU.txt
[2025-10-11T14:10:06.212174] [INFO ] [sig       ] [541/1823] Completed DSU in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:06.212241] [INFO ] [sig       ] [542/1823] Forecasting DSX...
[2025-10-11T14:10:06.212278] [INFO ] [sig       ] Generating forecast for: DSX
[2025-10-11T14:10:06.212313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-10-11T14:10:06.226968] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSX'.
[2025-10-11T14:10:06.227699] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-10-11T14:10:06.259920] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:06.261057] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-10-11T14:10:06.261144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:06.261192] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:06.261223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:06.261284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:06.284214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:06.285332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:06.285441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:06.285478] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:06.337764] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:06.338035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:06.338117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:06.338174] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:06.342749] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-10-11T14:10:06.343092] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-10-11T14:10:06.343296] [INFO ] [sig       ] DSX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:06.523357] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DSX.txt
[2025-10-11T14:10:06.523726] [INFO ] [sig       ] [542/1823] Completed DSX in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:06.523793] [INFO ] [sig       ] [543/1823] Forecasting DT...
[2025-10-11T14:10:06.523829] [INFO ] [sig       ] Generating forecast for: DT
[2025-10-11T14:10:06.523865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'.
[2025-10-11T14:10:06.534985] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DT'.
[2025-10-11T14:10:06.535298] [INFO ] [FORECASTER] Starting predict_future for DT
[2025-10-11T14:10:06.562338] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:06.563185] [DEBUG] [LOCAL     ] No optimal features file found for DT: ./output/feature-sets/DT.txt
[2025-10-11T14:10:06.563245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:06.563283] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:06.563314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:06.563375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:06.586200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:06.587281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:06.587384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:06.587419] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:06.632870] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:06.633067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:06.633110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:06.633143] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:06.636921] [DEBUG] [FORECASTER] DT: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2025-10-11T14:10:06.637241] [INFO ] [FORECASTER] Completed predict_future for DT
[2025-10-11T14:10:06.637405] [INFO ] [sig       ] DT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:06.790227] [INFO ] [LOCAL     ] Saved forecast: DT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DT.txt
[2025-10-11T14:10:06.790672] [INFO ] [sig       ] [543/1823] Completed DT in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:06.790783] [INFO ] [sig       ] [544/1823] Forecasting DTE...
[2025-10-11T14:10:06.790849] [INFO ] [sig       ] Generating forecast for: DTE
[2025-10-11T14:10:06.790898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-10-11T14:10:06.802413] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DTE'.
[2025-10-11T14:10:06.802867] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-10-11T14:10:06.831732] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:06.832762] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-10-11T14:10:06.832828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:06.832866] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:06.832896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:06.832958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:06.852703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:06.853809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:06.853911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:06.853947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:06.899007] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:06.899259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:06.899305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:06.899335] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:06.903726] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=47.14%)
[2025-10-11T14:10:06.904031] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-10-11T14:10:06.904194] [INFO ] [sig       ] DTE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:07.055930] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DTE.txt
[2025-10-11T14:10:07.056333] [INFO ] [sig       ] [544/1823] Completed DTE in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:07.056382] [INFO ] [sig       ] [545/1823] Forecasting DTG...
[2025-10-11T14:10:07.056414] [INFO ] [sig       ] Generating forecast for: DTG
[2025-10-11T14:10:07.056449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-10-11T14:10:07.069484] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DTG'.
[2025-10-11T14:10:07.070019] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-10-11T14:10:07.098620] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:07.100368] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-10-11T14:10:07.100453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:07.100490] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:07.100522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:07.100583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:07.120488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:07.121599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:07.121730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:07.121781] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:07.166327] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:07.166566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:07.166676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:07.166732] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:07.170950] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=15.65%)
[2025-10-11T14:10:07.171254] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-10-11T14:10:07.171432] [INFO ] [sig       ] DTG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:07.322099] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DTG.txt
[2025-10-11T14:10:07.322442] [INFO ] [sig       ] [545/1823] Completed DTG in 0.3s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:07.322506] [INFO ] [sig       ] [546/1823] Forecasting DTW...
[2025-10-11T14:10:07.322540] [INFO ] [sig       ] Generating forecast for: DTW
[2025-10-11T14:10:07.322575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'.
[2025-10-11T14:10:07.334392] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'DTW'.
[2025-10-11T14:10:07.334827] [INFO ] [FORECASTER] Starting predict_future for DTW
[2025-10-11T14:10:07.360353] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:07.361108] [DEBUG] [LOCAL     ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt
[2025-10-11T14:10:07.361164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:07.361198] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:07.361270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:07.361341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:07.378228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:07.378817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:07.378904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:07.378938] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:07.418863] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:07.418968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:07.419027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:07.419057] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:07.422216] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=82.45%)
[2025-10-11T14:10:07.422478] [INFO ] [FORECASTER] Completed predict_future for DTW
[2025-10-11T14:10:07.422621] [INFO ] [sig       ] DTW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:07.562150] [INFO ] [LOCAL     ] Saved forecast: DTW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DTW.txt
[2025-10-11T14:10:07.562450] [INFO ] [sig       ] [546/1823] Completed DTW in 0.2s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:07.562495] [INFO ] [sig       ] [547/1823] Forecasting DUK...
[2025-10-11T14:10:07.562526] [INFO ] [sig       ] Generating forecast for: DUK
[2025-10-11T14:10:07.562559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-10-11T14:10:07.573460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DUK'.
[2025-10-11T14:10:07.573819] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-10-11T14:10:07.598970] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:07.599828] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-10-11T14:10:07.599889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:07.599924] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:07.599952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:07.600010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:07.616986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:07.617637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:07.617755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:07.617791] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:07.655059] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:07.655181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:07.655219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:07.655248] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:07.658614] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=52.29%)
[2025-10-11T14:10:07.658911] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-10-11T14:10:07.659061] [INFO ] [sig       ] DUK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:07.798206] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DUK.txt
[2025-10-11T14:10:07.798474] [INFO ] [sig       ] [547/1823] Completed DUK in 0.2s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:07.798518] [INFO ] [sig       ] [548/1823] Forecasting DV...
[2025-10-11T14:10:07.798550] [INFO ] [sig       ] Generating forecast for: DV
[2025-10-11T14:10:07.798582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'.
[2025-10-11T14:10:07.808437] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DV'.
[2025-10-11T14:10:07.808743] [INFO ] [FORECASTER] Starting predict_future for DV
[2025-10-11T14:10:07.833411] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:07.834118] [DEBUG] [LOCAL     ] No optimal features file found for DV: ./output/feature-sets/DV.txt
[2025-10-11T14:10:07.834173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:07.834206] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:07.834248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:07.834307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:07.851293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:07.851887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:07.851971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:07.852007] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:07.894351] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:07.894509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:07.894550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:07.894579] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:07.898365] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: UP (p=66.46%)
[2025-10-11T14:10:07.898705] [INFO ] [FORECASTER] Completed predict_future for DV
[2025-10-11T14:10:07.898860] [INFO ] [sig       ] DV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:08.042409] [INFO ] [LOCAL     ] Saved forecast: DV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DV.txt
[2025-10-11T14:10:08.042684] [INFO ] [sig       ] [548/1823] Completed DV in 0.2s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:08.042747] [INFO ] [sig       ] [549/1823] Forecasting DVA...
[2025-10-11T14:10:08.042781] [INFO ] [sig       ] Generating forecast for: DVA
[2025-10-11T14:10:08.042814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-10-11T14:10:08.054702] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DVA'.
[2025-10-11T14:10:08.055063] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-10-11T14:10:08.080984] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:08.081685] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-10-11T14:10:08.081743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:08.081777] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:08.081805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:08.081864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:08.099714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:08.100322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:08.100406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:08.100439] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:08.140253] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:08.140342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:08.140382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:08.140411] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:08.143698] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=52.59%)
[2025-10-11T14:10:08.143959] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-10-11T14:10:08.144097] [INFO ] [sig       ] DVA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:08.286314] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DVA.txt
[2025-10-11T14:10:08.286559] [INFO ] [sig       ] [549/1823] Completed DVA in 0.2s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:08.286632] [INFO ] [sig       ] [550/1823] Forecasting DVN...
[2025-10-11T14:10:08.286715] [INFO ] [sig       ] Generating forecast for: DVN
[2025-10-11T14:10:08.286756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-10-11T14:10:08.297146] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DVN'.
[2025-10-11T14:10:08.297517] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-10-11T14:10:08.322397] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:08.323124] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-10-11T14:10:08.323180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:08.323214] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:08.323241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:08.323347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:08.340269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:08.340857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:08.340941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:08.340975] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:08.376513] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:08.376740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:08.376797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:08.376828] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:08.380406] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-10-11T14:10:08.380711] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-10-11T14:10:08.380862] [INFO ] [sig       ] DVN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:08.519391] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DVN.txt
[2025-10-11T14:10:08.519618] [INFO ] [sig       ] [550/1823] Completed DVN in 0.2s | 4.08 sym/s | Total: 2.2m | ETA: 5.2m
[2025-10-11T14:10:08.519693] [INFO ] [sig       ] [551/1823] Forecasting DXC...
[2025-10-11T14:10:08.519739] [INFO ] [sig       ] Generating forecast for: DXC
[2025-10-11T14:10:08.519777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-10-11T14:10:08.529370] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DXC'.
[2025-10-11T14:10:08.529662] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-10-11T14:10:08.554440] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:08.555153] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-10-11T14:10:08.555207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:08.555240] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:08.555268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:08.555326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:08.572216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:08.572802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:08.572885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:08.572919] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:08.606482] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:08.606612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:08.606708] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:08.606755] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:08.609974] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=32.54%)
[2025-10-11T14:10:08.610240] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-10-11T14:10:08.610373] [INFO ] [sig       ] DXC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:08.750139] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/DXC.txt
[2025-10-11T14:10:08.750384] [INFO ] [sig       ] [551/1823] Completed DXC in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:08.750430] [INFO ] [sig       ] [552/1823] Forecasting DXYZ...
[2025-10-11T14:10:08.750460] [INFO ] [sig       ] Generating forecast for: DXYZ
[2025-10-11T14:10:08.750492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXYZ' from 'https://tdm.silogroup.org/data/derivative_storage/DXYZ.csv'.
[2025-10-11T14:10:08.760630] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DXYZ'.
[2025-10-11T14:10:08.760976] [INFO ] [FORECASTER] Starting predict_future for DXYZ
[2025-10-11T14:10:08.785828] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:08.786496] [DEBUG] [LOCAL     ] No optimal features file found for DXYZ: ./output/feature-sets/DXYZ.txt
[2025-10-11T14:10:08.786551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:08.786611] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:08.786687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:08.786765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:08.803580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:08.804148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:08.804227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:08.804260] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:08.841838] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:08.842002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:08.842061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:08.842115] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:08.845679] [DEBUG] [FORECASTER] DXYZ: Forecast T+1@11:T+2@11: UP (p=86.58%)
[2025-10-11T14:10:08.845957] [INFO ] [FORECASTER] Completed predict_future for DXYZ
[2025-10-11T14:10:08.846107] [INFO ] [sig       ] DXYZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:08.984209] [INFO ] [LOCAL     ] Saved forecast: DXYZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/DXYZ.txt
[2025-10-11T14:10:08.984438] [INFO ] [sig       ] [552/1823] Completed DXYZ in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:08.984500] [INFO ] [sig       ] [553/1823] Forecasting E...
[2025-10-11T14:10:08.984534] [INFO ] [sig       ] Generating forecast for: E
[2025-10-11T14:10:08.984567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-10-11T14:10:08.994895] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'E'.
[2025-10-11T14:10:08.995193] [INFO ] [FORECASTER] Starting predict_future for E
[2025-10-11T14:10:09.020376] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:09.021088] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-10-11T14:10:09.021143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:09.021177] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:09.021205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:09.021262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:09.038009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:09.038543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:09.038622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:09.038696] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:09.072748] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:09.072838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:09.072906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:09.072950] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:09.078265] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-10-11T14:10:09.078524] [INFO ] [FORECASTER] Completed predict_future for E
[2025-10-11T14:10:09.078684] [INFO ] [sig       ] E: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:09.217403] [INFO ] [LOCAL     ] Saved forecast: E	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/E.txt
[2025-10-11T14:10:09.217630] [INFO ] [sig       ] [553/1823] Completed E in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:09.217707] [INFO ] [sig       ] [554/1823] Forecasting EAF...
[2025-10-11T14:10:09.217748] [INFO ] [sig       ] Generating forecast for: EAF
[2025-10-11T14:10:09.217782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-10-11T14:10:09.227614] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EAF'.
[2025-10-11T14:10:09.227919] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-10-11T14:10:09.252663] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:09.253343] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-10-11T14:10:09.253396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:09.253430] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:09.253458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:09.253515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:09.270341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:09.270937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:09.271019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:09.271052] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:09.305686] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:09.305777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:09.305814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:09.305841] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:09.308920] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-10-11T14:10:09.309172] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-10-11T14:10:09.309303] [INFO ] [sig       ] EAF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:09.448095] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EAF.txt
[2025-10-11T14:10:09.448343] [INFO ] [sig       ] [554/1823] Completed EAF in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:09.448386] [INFO ] [sig       ] [555/1823] Forecasting EAI...
[2025-10-11T14:10:09.448417] [INFO ] [sig       ] Generating forecast for: EAI
[2025-10-11T14:10:09.448449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-10-11T14:10:09.457801] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EAI'.
[2025-10-11T14:10:09.458086] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-10-11T14:10:09.482999] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:09.483729] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-10-11T14:10:09.483785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:09.483819] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:09.483846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:09.483904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:09.500766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:09.501311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:09.501392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:09.501426] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:09.534241] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:09.534325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:09.534360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:09.534389] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:09.537517] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-10-11T14:10:09.537813] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-10-11T14:10:09.537954] [INFO ] [sig       ] EAI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:09.687404] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EAI.txt
[2025-10-11T14:10:09.687621] [INFO ] [sig       ] [555/1823] Completed EAI in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:09.687695] [INFO ] [sig       ] [556/1823] Forecasting EARN...
[2025-10-11T14:10:09.687739] [INFO ] [sig       ] Generating forecast for: EARN
[2025-10-11T14:10:09.687781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-10-11T14:10:09.699916] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EARN'.
[2025-10-11T14:10:09.700359] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-10-11T14:10:09.726183] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:09.727003] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-10-11T14:10:09.727060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:09.727093] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:09.727122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:09.727179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:09.744893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:09.745513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:09.745596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:09.745629] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:09.781306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:09.781451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:09.781491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:09.781520] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:09.784966] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=41.26%)
[2025-10-11T14:10:09.785240] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-10-11T14:10:09.785390] [INFO ] [sig       ] EARN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:09.924789] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EARN.txt
[2025-10-11T14:10:09.925146] [INFO ] [sig       ] [556/1823] Completed EARN in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:09.925199] [INFO ] [sig       ] [557/1823] Forecasting EAT...
[2025-10-11T14:10:09.925231] [INFO ] [sig       ] Generating forecast for: EAT
[2025-10-11T14:10:09.925265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'.
[2025-10-11T14:10:09.936076] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EAT'.
[2025-10-11T14:10:09.936406] [INFO ] [FORECASTER] Starting predict_future for EAT
[2025-10-11T14:10:09.961607] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:09.962412] [DEBUG] [LOCAL     ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt
[2025-10-11T14:10:09.962468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:09.962502] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:09.962531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:09.962588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:09.979718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:09.980374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:09.980459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:09.980492] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:10.020313] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:10.020417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:10.020454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:10.020482] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:10.023621] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-10-11T14:10:10.023912] [INFO ] [FORECASTER] Completed predict_future for EAT
[2025-10-11T14:10:10.024047] [INFO ] [sig       ] EAT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:10.163860] [INFO ] [LOCAL     ] Saved forecast: EAT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EAT.txt
[2025-10-11T14:10:10.164124] [INFO ] [sig       ] [557/1823] Completed EAT in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:10.164169] [INFO ] [sig       ] [558/1823] Forecasting EB...
[2025-10-11T14:10:10.164199] [INFO ] [sig       ] Generating forecast for: EB
[2025-10-11T14:10:10.164231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-10-11T14:10:10.174074] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EB'.
[2025-10-11T14:10:10.174347] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-10-11T14:10:10.199269] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:10.200046] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-10-11T14:10:10.200100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:10.200133] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:10.200161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:10.200218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:10.217064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:10.217632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:10.217740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:10.217776] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:10.257035] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:10.257130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:10.257167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:10.257195] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:10.260321] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=69.97%)
[2025-10-11T14:10:10.260579] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-10-11T14:10:10.260751] [INFO ] [sig       ] EB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:10.399897] [INFO ] [LOCAL     ] Saved forecast: EB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EB.txt
[2025-10-11T14:10:10.400178] [INFO ] [sig       ] [558/1823] Completed EB in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:10.400231] [INFO ] [sig       ] [559/1823] Forecasting EBF...
[2025-10-11T14:10:10.400264] [INFO ] [sig       ] Generating forecast for: EBF
[2025-10-11T14:10:10.400297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-10-11T14:10:10.410352] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EBF'.
[2025-10-11T14:10:10.410666] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-10-11T14:10:10.435778] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:10.436454] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-10-11T14:10:10.436507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:10.436541] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:10.436569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:10.436677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:10.453498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:10.454070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:10.454149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:10.454182] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:10.492438] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:10.492577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:10.492616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:10.492673] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:10.496045] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-10-11T14:10:10.496316] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-10-11T14:10:10.496463] [INFO ] [sig       ] EBF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:10.638169] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EBF.txt
[2025-10-11T14:10:10.638406] [INFO ] [sig       ] [559/1823] Completed EBF in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:10.638451] [INFO ] [sig       ] [560/1823] Forecasting EBR...
[2025-10-11T14:10:10.638483] [INFO ] [sig       ] Generating forecast for: EBR
[2025-10-11T14:10:10.638515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBR' from 'https://tdm.silogroup.org/data/derivative_storage/EBR.csv'.
[2025-10-11T14:10:10.649250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EBR'.
[2025-10-11T14:10:10.649675] [INFO ] [FORECASTER] Starting predict_future for EBR
[2025-10-11T14:10:10.674603] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:10.675344] [DEBUG] [LOCAL     ] No optimal features file found for EBR: ./output/feature-sets/EBR.txt
[2025-10-11T14:10:10.675399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:10.675433] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:10.675461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:10.675517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:10.692319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:10.692918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:10.693004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:10.693037] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:10.736978] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:10.737126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:10.737167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:10.737217] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:10.740685] [DEBUG] [FORECASTER] EBR: Forecast T+1@11:T+2@11: DOWN (p=38.34%)
[2025-10-11T14:10:10.740966] [INFO ] [FORECASTER] Completed predict_future for EBR
[2025-10-11T14:10:10.741117] [INFO ] [sig       ] EBR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:10.880125] [INFO ] [LOCAL     ] Saved forecast: EBR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EBR.txt
[2025-10-11T14:10:10.880380] [INFO ] [sig       ] [560/1823] Completed EBR in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:10.880429] [INFO ] [sig       ] [561/1823] Forecasting ECAT...
[2025-10-11T14:10:10.880461] [INFO ] [sig       ] Generating forecast for: ECAT
[2025-10-11T14:10:10.880494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'.
[2025-10-11T14:10:10.891202] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECAT'.
[2025-10-11T14:10:10.891474] [INFO ] [FORECASTER] Starting predict_future for ECAT
[2025-10-11T14:10:10.916196] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:10.916941] [DEBUG] [LOCAL     ] No optimal features file found for ECAT: ./output/feature-sets/ECAT.txt
[2025-10-11T14:10:10.916996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:10.917029] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:10.917056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:10.917113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:10.934076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:10.934620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:10.934727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:10.934768] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:10.975800] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:10.975930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:10.975996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:10.976050] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:10.979581] [DEBUG] [FORECASTER] ECAT: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-10-11T14:10:10.979910] [INFO ] [FORECASTER] Completed predict_future for ECAT
[2025-10-11T14:10:10.980065] [INFO ] [sig       ] ECAT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:11.119384] [INFO ] [LOCAL     ] Saved forecast: ECAT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ECAT.txt
[2025-10-11T14:10:11.119667] [INFO ] [sig       ] [561/1823] Completed ECAT in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.2m
[2025-10-11T14:10:11.119740] [INFO ] [sig       ] [562/1823] Forecasting ECC...
[2025-10-11T14:10:11.119794] [INFO ] [sig       ] Generating forecast for: ECC
[2025-10-11T14:10:11.119831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-10-11T14:10:11.130671] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECC'.
[2025-10-11T14:10:11.130941] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-10-11T14:10:11.156924] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:11.157756] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-10-11T14:10:11.157814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:11.157849] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:11.157877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:11.157937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:11.176129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:11.177184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:11.177292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:11.177348] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:11.219999] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:11.220090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:11.220129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:11.220158] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:11.223243] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-10-11T14:10:11.223508] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-10-11T14:10:11.223677] [INFO ] [sig       ] ECC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:11.363146] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ECC.txt
[2025-10-11T14:10:11.363384] [INFO ] [sig       ] [562/1823] Completed ECC in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:11.363429] [INFO ] [sig       ] [563/1823] Forecasting ECCU...
[2025-10-11T14:10:11.363460] [INFO ] [sig       ] Generating forecast for: ECCU
[2025-10-11T14:10:11.363492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECCU' from 'https://tdm.silogroup.org/data/derivative_storage/ECCU.csv'.
[2025-10-11T14:10:11.372715] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECCU'.
[2025-10-11T14:10:11.372988] [INFO ] [FORECASTER] Starting predict_future for ECCU
[2025-10-11T14:10:11.397792] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:11.398458] [DEBUG] [LOCAL     ] No optimal features file found for ECCU: ./output/feature-sets/ECCU.txt
[2025-10-11T14:10:11.398512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:11.398546] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:11.398623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:11.398724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:11.415658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:11.416209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:11.416292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:11.416326] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:11.450396] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:11.450480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:11.450517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:11.450545] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:11.453610] [DEBUG] [FORECASTER] ECCU: Forecast T+1@11:T+2@11: DOWN (p=37.85%)
[2025-10-11T14:10:11.453892] [INFO ] [FORECASTER] Completed predict_future for ECCU
[2025-10-11T14:10:11.454029] [INFO ] [sig       ] ECCU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:11.593517] [INFO ] [LOCAL     ] Saved forecast: ECCU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ECCU.txt
[2025-10-11T14:10:11.593779] [INFO ] [sig       ] [563/1823] Completed ECCU in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:11.593840] [INFO ] [sig       ] [564/1823] Forecasting ECL...
[2025-10-11T14:10:11.593874] [INFO ] [sig       ] Generating forecast for: ECL
[2025-10-11T14:10:11.593907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-10-11T14:10:11.603684] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECL'.
[2025-10-11T14:10:11.603993] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-10-11T14:10:11.628969] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:11.629732] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-10-11T14:10:11.629789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:11.629822] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:11.629850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:11.629906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:11.647611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:11.648590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:11.648723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:11.648833] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:11.682176] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:11.682263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:11.682301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:11.682329] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:11.685437] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-10-11T14:10:11.685737] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-10-11T14:10:11.685887] [INFO ] [sig       ] ECL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:11.824937] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ECL.txt
[2025-10-11T14:10:11.825180] [INFO ] [sig       ] [564/1823] Completed ECL in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:11.825224] [INFO ] [sig       ] [565/1823] Forecasting ECO...
[2025-10-11T14:10:11.825255] [INFO ] [sig       ] Generating forecast for: ECO
[2025-10-11T14:10:11.825288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECO' from 'https://tdm.silogroup.org/data/derivative_storage/ECO.csv'.
[2025-10-11T14:10:11.835019] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECO'.
[2025-10-11T14:10:11.835326] [INFO ] [FORECASTER] Starting predict_future for ECO
[2025-10-11T14:10:11.860810] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:11.861561] [DEBUG] [LOCAL     ] No optimal features file found for ECO: ./output/feature-sets/ECO.txt
[2025-10-11T14:10:11.861619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:11.861688] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:11.861734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:11.861797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:11.879988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:11.880556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:11.880639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:11.880716] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:11.919819] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:11.919953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:11.919993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:11.920023] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:11.923400] [DEBUG] [FORECASTER] ECO: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2025-10-11T14:10:11.923705] [INFO ] [FORECASTER] Completed predict_future for ECO
[2025-10-11T14:10:11.923859] [INFO ] [sig       ] ECO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:12.068616] [INFO ] [LOCAL     ] Saved forecast: ECO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ECO.txt
[2025-10-11T14:10:12.068910] [INFO ] [sig       ] [565/1823] Completed ECO in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:12.068982] [INFO ] [sig       ] [566/1823] Forecasting ED...
[2025-10-11T14:10:12.069018] [INFO ] [sig       ] Generating forecast for: ED
[2025-10-11T14:10:12.069051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-10-11T14:10:12.078938] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ED'.
[2025-10-11T14:10:12.079273] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-10-11T14:10:12.105923] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:12.106701] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-10-11T14:10:12.106758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:12.106793] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:12.106823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:12.106882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:12.124616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:12.125219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:12.125304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:12.125340] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:12.157530] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:12.158061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:12.158115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:12.158147] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:12.162968] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=26.20%)
[2025-10-11T14:10:12.163242] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-10-11T14:10:12.163378] [INFO ] [sig       ] ED: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:12.309891] [INFO ] [LOCAL     ] Saved forecast: ED	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ED.txt
[2025-10-11T14:10:12.310149] [INFO ] [sig       ] [566/1823] Completed ED in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:12.310196] [INFO ] [sig       ] [567/1823] Forecasting EDD...
[2025-10-11T14:10:12.310228] [INFO ] [sig       ] Generating forecast for: EDD
[2025-10-11T14:10:12.310262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-10-11T14:10:12.319836] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EDD'.
[2025-10-11T14:10:12.320165] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-10-11T14:10:12.346406] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:12.347195] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-10-11T14:10:12.347252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:12.347288] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:12.347317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:12.347376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:12.365776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:12.366494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:12.366581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:12.366953] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:12.407169] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:12.407335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:12.407379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:12.407409] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:12.411090] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2025-10-11T14:10:12.411393] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-10-11T14:10:12.411548] [INFO ] [sig       ] EDD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:12.562020] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EDD.txt
[2025-10-11T14:10:12.562270] [INFO ] [sig       ] [567/1823] Completed EDD in 0.3s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:12.562315] [INFO ] [sig       ] [568/1823] Forecasting EDF...
[2025-10-11T14:10:12.562346] [INFO ] [sig       ] Generating forecast for: EDF
[2025-10-11T14:10:12.562379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-10-11T14:10:12.572040] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EDF'.
[2025-10-11T14:10:12.572305] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-10-11T14:10:12.597785] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:12.598483] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-10-11T14:10:12.598537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:12.598570] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:12.598597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:12.598857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:12.616760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:12.617292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:12.617374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:12.617408] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:12.652262] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:12.652389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:12.652427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:12.652456] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:12.655688] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2025-10-11T14:10:12.655958] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-10-11T14:10:12.656095] [INFO ] [sig       ] EDF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:12.795241] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EDF.txt
[2025-10-11T14:10:12.795464] [INFO ] [sig       ] [568/1823] Completed EDF in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:12.795507] [INFO ] [sig       ] [569/1823] Forecasting EDN...
[2025-10-11T14:10:12.795537] [INFO ] [sig       ] Generating forecast for: EDN
[2025-10-11T14:10:12.795569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-10-11T14:10:12.805135] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EDN'.
[2025-10-11T14:10:12.805398] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-10-11T14:10:12.834448] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:12.835232] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-10-11T14:10:12.835286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:12.835320] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:12.835348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:12.835410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:12.852477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:12.853094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:12.853191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:12.853245] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:12.885222] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:12.885344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:12.885383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:12.885413] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:12.888749] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-10-11T14:10:12.889017] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-10-11T14:10:12.889167] [INFO ] [sig       ] EDN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:13.033465] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EDN.txt
[2025-10-11T14:10:13.033755] [INFO ] [sig       ] [569/1823] Completed EDN in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:13.033818] [INFO ] [sig       ] [570/1823] Forecasting EDU...
[2025-10-11T14:10:13.033852] [INFO ] [sig       ] Generating forecast for: EDU
[2025-10-11T14:10:13.033885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'.
[2025-10-11T14:10:13.044099] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EDU'.
[2025-10-11T14:10:13.044424] [INFO ] [FORECASTER] Starting predict_future for EDU
[2025-10-11T14:10:13.070124] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:13.070881] [DEBUG] [LOCAL     ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt
[2025-10-11T14:10:13.070937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:13.070972] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:13.071000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:13.071057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:13.088934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:13.089480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:13.089566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:13.089602] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:13.127102] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:13.127281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:13.127326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:13.127357] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:13.131158] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-10-11T14:10:13.131445] [INFO ] [FORECASTER] Completed predict_future for EDU
[2025-10-11T14:10:13.131588] [INFO ] [sig       ] EDU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:13.274505] [INFO ] [LOCAL     ] Saved forecast: EDU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EDU.txt
[2025-10-11T14:10:13.274796] [INFO ] [sig       ] [570/1823] Completed EDU in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:13.274860] [INFO ] [sig       ] [571/1823] Forecasting EE...
[2025-10-11T14:10:13.274894] [INFO ] [sig       ] Generating forecast for: EE
[2025-10-11T14:10:13.274926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-10-11T14:10:13.285234] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EE'.
[2025-10-11T14:10:13.285593] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-10-11T14:10:13.310743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:13.311456] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-10-11T14:10:13.311532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:13.311567] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:13.311594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:13.311672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:13.328967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:13.329622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:13.329734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:13.329774] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:13.368385] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:13.368521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:13.368560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:13.368590] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:13.371961] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=53.52%)
[2025-10-11T14:10:13.372228] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-10-11T14:10:13.372363] [INFO ] [sig       ] EE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:13.511758] [INFO ] [LOCAL     ] Saved forecast: EE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EE.txt
[2025-10-11T14:10:13.512009] [INFO ] [sig       ] [571/1823] Completed EE in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:13.512055] [INFO ] [sig       ] [572/1823] Forecasting EEX...
[2025-10-11T14:10:13.512086] [INFO ] [sig       ] Generating forecast for: EEX
[2025-10-11T14:10:13.512118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-10-11T14:10:13.521623] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EEX'.
[2025-10-11T14:10:13.521932] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-10-11T14:10:13.547199] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:13.547920] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-10-11T14:10:13.547974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:13.548008] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:13.548036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:13.548092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:13.565202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:13.565801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:13.565883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:13.565917] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:13.603523] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:13.603704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:13.603759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:13.603791] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:13.607246] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-10-11T14:10:13.607532] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-10-11T14:10:13.607706] [INFO ] [sig       ] EEX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:13.761680] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EEX.txt
[2025-10-11T14:10:13.761964] [INFO ] [sig       ] [572/1823] Completed EEX in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:13.762029] [INFO ] [sig       ] [573/1823] Forecasting EFC...
[2025-10-11T14:10:13.762064] [INFO ] [sig       ] Generating forecast for: EFC
[2025-10-11T14:10:13.762122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-10-11T14:10:13.772326] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFC'.
[2025-10-11T14:10:13.772737] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-10-11T14:10:13.800546] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:13.801381] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-10-11T14:10:13.801438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:13.801472] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:13.801500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:13.801559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:13.820398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:13.821210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:13.821303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:13.821337] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:13.856263] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:13.856394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:13.856433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:13.856462] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:13.860023] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-10-11T14:10:13.860306] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-10-11T14:10:13.860456] [INFO ] [sig       ] EFC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:14.002582] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EFC.txt
[2025-10-11T14:10:14.002906] [INFO ] [sig       ] [573/1823] Completed EFC in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:14.002962] [INFO ] [sig       ] [574/1823] Forecasting EFR...
[2025-10-11T14:10:14.002994] [INFO ] [sig       ] Generating forecast for: EFR
[2025-10-11T14:10:14.003026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'.
[2025-10-11T14:10:14.013788] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFR'.
[2025-10-11T14:10:14.014175] [INFO ] [FORECASTER] Starting predict_future for EFR
[2025-10-11T14:10:14.047775] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:14.048790] [DEBUG] [LOCAL     ] No optimal features file found for EFR: ./output/feature-sets/EFR.txt
[2025-10-11T14:10:14.048855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:14.048896] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:14.048929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:14.049008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:14.068050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:14.068603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:14.068718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:14.068764] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:14.100965] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:14.101109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:14.101149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:14.101178] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:14.104593] [DEBUG] [FORECASTER] EFR: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2025-10-11T14:10:14.104929] [INFO ] [FORECASTER] Completed predict_future for EFR
[2025-10-11T14:10:14.105069] [INFO ] [sig       ] EFR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:14.249496] [INFO ] [LOCAL     ] Saved forecast: EFR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EFR.txt
[2025-10-11T14:10:14.249839] [INFO ] [sig       ] [574/1823] Completed EFR in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:14.249902] [INFO ] [sig       ] [575/1823] Forecasting EFX...
[2025-10-11T14:10:14.249936] [INFO ] [sig       ] Generating forecast for: EFX
[2025-10-11T14:10:14.249969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-10-11T14:10:14.261073] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFX'.
[2025-10-11T14:10:14.261410] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-10-11T14:10:14.286703] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:14.287367] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-10-11T14:10:14.287420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:14.287453] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:14.287481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:14.287542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:14.304918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:14.305448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:14.305533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:14.305567] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:14.341084] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:14.341160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:14.341196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:14.341225] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:14.344273] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-10-11T14:10:14.344535] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-10-11T14:10:14.344695] [INFO ] [sig       ] EFX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:14.498180] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EFX.txt
[2025-10-11T14:10:14.498498] [INFO ] [sig       ] [575/1823] Completed EFX in 0.2s | 4.08 sym/s | Total: 2.3m | ETA: 5.1m
[2025-10-11T14:10:14.498547] [INFO ] [sig       ] [576/1823] Forecasting EFXT...
[2025-10-11T14:10:14.498578] [INFO ] [sig       ] Generating forecast for: EFXT
[2025-10-11T14:10:14.498611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'.
[2025-10-11T14:10:14.508982] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EFXT'.
[2025-10-11T14:10:14.509318] [INFO ] [FORECASTER] Starting predict_future for EFXT
[2025-10-11T14:10:14.534838] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:14.535521] [DEBUG] [LOCAL     ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt
[2025-10-11T14:10:14.535577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:14.535682] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:14.535742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:14.535803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:14.553204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:14.553850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:14.553948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:14.553983] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:14.584469] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:14.584623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:14.584699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:14.584744] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:14.588211] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-10-11T14:10:14.588485] [INFO ] [FORECASTER] Completed predict_future for EFXT
[2025-10-11T14:10:14.588674] [INFO ] [sig       ] EFXT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:14.732913] [INFO ] [LOCAL     ] Saved forecast: EFXT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EFXT.txt
[2025-10-11T14:10:14.733168] [INFO ] [sig       ] [576/1823] Completed EFXT in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:14.733213] [INFO ] [sig       ] [577/1823] Forecasting EG...
[2025-10-11T14:10:14.733244] [INFO ] [sig       ] Generating forecast for: EG
[2025-10-11T14:10:14.733276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-10-11T14:10:14.742707] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EG'.
[2025-10-11T14:10:14.743028] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-10-11T14:10:14.768928] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:14.769736] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-10-11T14:10:14.769793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:14.769828] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:14.769856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:14.769913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:14.787687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:14.788252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:14.788335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:14.788369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:14.822246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:14.822401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:14.822444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:14.822475] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:14.826149] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-10-11T14:10:14.826429] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-10-11T14:10:14.826566] [INFO ] [sig       ] EG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:14.973418] [INFO ] [LOCAL     ] Saved forecast: EG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EG.txt
[2025-10-11T14:10:14.973672] [INFO ] [sig       ] [577/1823] Completed EG in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:14.973736] [INFO ] [sig       ] [578/1823] Forecasting EGO...
[2025-10-11T14:10:14.973771] [INFO ] [sig       ] Generating forecast for: EGO
[2025-10-11T14:10:14.973803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'.
[2025-10-11T14:10:14.983441] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EGO'.
[2025-10-11T14:10:14.983801] [INFO ] [FORECASTER] Starting predict_future for EGO
[2025-10-11T14:10:15.010592] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:15.011459] [DEBUG] [LOCAL     ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt
[2025-10-11T14:10:15.011535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:15.011571] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:15.011599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:15.011677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:15.028881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:15.029425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:15.029515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:15.029551] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:15.070061] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:15.070199] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:15.070259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:15.070314] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:15.073826] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: UP (p=54.72%)
[2025-10-11T14:10:15.074113] [INFO ] [FORECASTER] Completed predict_future for EGO
[2025-10-11T14:10:15.074255] [INFO ] [sig       ] EGO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:15.217393] [INFO ] [LOCAL     ] Saved forecast: EGO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EGO.txt
[2025-10-11T14:10:15.217680] [INFO ] [sig       ] [578/1823] Completed EGO in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:15.217744] [INFO ] [sig       ] [579/1823] Forecasting EGP...
[2025-10-11T14:10:15.217777] [INFO ] [sig       ] Generating forecast for: EGP
[2025-10-11T14:10:15.217809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-10-11T14:10:15.227832] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EGP'.
[2025-10-11T14:10:15.228171] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-10-11T14:10:15.253470] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:15.254240] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-10-11T14:10:15.254297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:15.254331] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:15.254358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:15.254415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:15.271379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:15.272008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:15.272096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:15.272130] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:15.310110] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:15.310266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:15.310309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:15.310339] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:15.313880] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-10-11T14:10:15.314157] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-10-11T14:10:15.314301] [INFO ] [sig       ] EGP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:15.457420] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EGP.txt
[2025-10-11T14:10:15.457723] [INFO ] [sig       ] [579/1823] Completed EGP in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:15.457787] [INFO ] [sig       ] [580/1823] Forecasting EGY...
[2025-10-11T14:10:15.457821] [INFO ] [sig       ] Generating forecast for: EGY
[2025-10-11T14:10:15.457853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-10-11T14:10:15.468015] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EGY'.
[2025-10-11T14:10:15.468502] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-10-11T14:10:15.494046] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:15.494888] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-10-11T14:10:15.494944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:15.494978] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:15.495006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:15.495062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:15.512099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:15.512718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:15.512805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:15.512839] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:15.549505] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:15.549700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:15.549758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:15.549791] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:15.553391] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=11.34%)
[2025-10-11T14:10:15.553736] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-10-11T14:10:15.553885] [INFO ] [sig       ] EGY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:15.697308] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EGY.txt
[2025-10-11T14:10:15.697542] [INFO ] [sig       ] [580/1823] Completed EGY in 0.2s | 4.09 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:15.697595] [INFO ] [sig       ] [581/1823] Forecasting EHAB...
[2025-10-11T14:10:15.697633] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-10-11T14:10:15.697712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-10-11T14:10:15.708259] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EHAB'.
[2025-10-11T14:10:15.708705] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-10-11T14:10:15.735462] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:15.736333] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-10-11T14:10:15.736390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:15.736427] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:15.736457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:15.736517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:15.754491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:15.755349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:15.755451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:15.755488] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:15.799018] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:15.799204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:15.799251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:15.799282] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:15.803336] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-10-11T14:10:15.803707] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-10-11T14:10:15.803904] [INFO ] [sig       ] EHAB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:15.951102] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EHAB.txt
[2025-10-11T14:10:15.951397] [INFO ] [sig       ] [581/1823] Completed EHAB in 0.3s | 4.08 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:15.951443] [INFO ] [sig       ] [582/1823] Forecasting EHC...
[2025-10-11T14:10:15.951475] [INFO ] [sig       ] Generating forecast for: EHC
[2025-10-11T14:10:15.951508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-10-11T14:10:15.961932] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EHC'.
[2025-10-11T14:10:15.962283] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-10-11T14:10:15.989494] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:15.990313] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-10-11T14:10:15.990371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:15.990408] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:15.990437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:15.990497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:16.008399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:16.009011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:16.009097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:16.009132] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:16.054458] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:16.054836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:16.054902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:16.054935] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:16.059046] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-10-11T14:10:16.059330] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-10-11T14:10:16.059555] [INFO ] [sig       ] EHC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:16.203734] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EHC.txt
[2025-10-11T14:10:16.204019] [INFO ] [sig       ] [582/1823] Completed EHC in 0.3s | 4.08 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:16.204066] [INFO ] [sig       ] [583/1823] Forecasting EHI...
[2025-10-11T14:10:16.204097] [INFO ] [sig       ] Generating forecast for: EHI
[2025-10-11T14:10:16.204128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-10-11T14:10:16.215004] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EHI'.
[2025-10-11T14:10:16.215442] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-10-11T14:10:16.241567] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:16.242368] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-10-11T14:10:16.242424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:16.242462] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:16.242527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:16.242622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:16.260190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:16.260803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:16.260891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:16.260941] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:16.296690] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:16.296789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:16.296827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:16.296855] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:16.300130] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=39.67%)
[2025-10-11T14:10:16.300391] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-10-11T14:10:16.300528] [INFO ] [sig       ] EHI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:16.451784] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EHI.txt
[2025-10-11T14:10:16.452012] [INFO ] [sig       ] [583/1823] Completed EHI in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:16.452056] [INFO ] [sig       ] [584/1823] Forecasting EIC...
[2025-10-11T14:10:16.452087] [INFO ] [sig       ] Generating forecast for: EIC
[2025-10-11T14:10:16.452119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-10-11T14:10:16.462581] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EIC'.
[2025-10-11T14:10:16.462980] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-10-11T14:10:16.488407] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:16.489202] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-10-11T14:10:16.489258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:16.489294] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:16.489323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:16.489381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:16.506565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:16.507241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:16.507329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:16.507362] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:16.542380] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:16.542498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:16.542539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:16.542568] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:16.545842] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=14.11%)
[2025-10-11T14:10:16.546108] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-10-11T14:10:16.546247] [INFO ] [sig       ] EIC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:16.691047] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EIC.txt
[2025-10-11T14:10:16.691339] [INFO ] [sig       ] [584/1823] Completed EIC in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:16.691386] [INFO ] [sig       ] [585/1823] Forecasting EIG...
[2025-10-11T14:10:16.691419] [INFO ] [sig       ] Generating forecast for: EIG
[2025-10-11T14:10:16.691452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-10-11T14:10:16.701274] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EIG'.
[2025-10-11T14:10:16.701611] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-10-11T14:10:16.727466] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:16.728320] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-10-11T14:10:16.728376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:16.728428] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:16.728463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:16.728530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:16.746146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:16.746870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:16.746958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:16.746993] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:16.784391] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:16.784502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:16.784540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:16.784569] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:16.787969] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-10-11T14:10:16.788277] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-10-11T14:10:16.788427] [INFO ] [sig       ] EIG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:16.934213] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EIG.txt
[2025-10-11T14:10:16.934508] [INFO ] [sig       ] [585/1823] Completed EIG in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.1m
[2025-10-11T14:10:16.934574] [INFO ] [sig       ] [586/1823] Forecasting EIX...
[2025-10-11T14:10:16.934611] [INFO ] [sig       ] Generating forecast for: EIX
[2025-10-11T14:10:16.934717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-10-11T14:10:16.945465] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EIX'.
[2025-10-11T14:10:16.945865] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-10-11T14:10:16.973210] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:16.974125] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-10-11T14:10:16.974181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:16.974217] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:16.974245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:16.974303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:16.991759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:16.992318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:16.992403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:16.992437] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:17.028931] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:17.029090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:17.029176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:17.029253] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:17.032713] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-10-11T14:10:17.032991] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-10-11T14:10:17.033163] [INFO ] [sig       ] EIX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:17.191461] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EIX.txt
[2025-10-11T14:10:17.191756] [INFO ] [sig       ] [586/1823] Completed EIX in 0.3s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:17.191838] [INFO ] [sig       ] [587/1823] Forecasting EL...
[2025-10-11T14:10:17.191908] [INFO ] [sig       ] Generating forecast for: EL
[2025-10-11T14:10:17.191946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-10-11T14:10:17.201381] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EL'.
[2025-10-11T14:10:17.201694] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-10-11T14:10:17.233397] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:17.234247] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-10-11T14:10:17.234304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:17.234339] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:17.234368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:17.234427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:17.252941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:17.253594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:17.253706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:17.253755] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:17.293468] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:17.293682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:17.293757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:17.293836] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:17.297605] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-10-11T14:10:17.297917] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-10-11T14:10:17.298065] [INFO ] [sig       ] EL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:17.476507] [INFO ] [LOCAL     ] Saved forecast: EL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EL.txt
[2025-10-11T14:10:17.476819] [INFO ] [sig       ] [587/1823] Completed EL in 0.3s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:17.476882] [INFO ] [sig       ] [588/1823] Forecasting ELAN...
[2025-10-11T14:10:17.476917] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-10-11T14:10:17.476950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-10-11T14:10:17.486748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELAN'.
[2025-10-11T14:10:17.487072] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-10-11T14:10:17.512471] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:17.513365] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-10-11T14:10:17.513428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:17.513461] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:17.513489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:17.513547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:17.531758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:17.532405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:17.532490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:17.532524] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:17.569293] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:17.569437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:17.569479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:17.569509] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:17.572957] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2025-10-11T14:10:17.573230] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-10-11T14:10:17.573368] [INFO ] [sig       ] ELAN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:17.724858] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ELAN.txt
[2025-10-11T14:10:17.725079] [INFO ] [sig       ] [588/1823] Completed ELAN in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:17.725122] [INFO ] [sig       ] [589/1823] Forecasting ELC...
[2025-10-11T14:10:17.725153] [INFO ] [sig       ] Generating forecast for: ELC
[2025-10-11T14:10:17.725184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-10-11T14:10:17.734293] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELC'.
[2025-10-11T14:10:17.734601] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-10-11T14:10:17.762005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:17.762910] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-10-11T14:10:17.763011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:17.763078] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:17.763117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:17.763177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:17.780187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:17.780788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:17.780892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:17.780950] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:17.816510] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:17.816716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:17.816771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:17.816802] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:17.820264] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=34.94%)
[2025-10-11T14:10:17.820548] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-10-11T14:10:17.820732] [INFO ] [sig       ] ELC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:17.961756] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ELC.txt
[2025-10-11T14:10:17.962000] [INFO ] [sig       ] [589/1823] Completed ELC in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:17.962044] [INFO ] [sig       ] [590/1823] Forecasting ELF...
[2025-10-11T14:10:17.962075] [INFO ] [sig       ] Generating forecast for: ELF
[2025-10-11T14:10:17.962107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-10-11T14:10:17.971809] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELF'.
[2025-10-11T14:10:17.972093] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-10-11T14:10:17.997172] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:17.997993] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-10-11T14:10:17.998047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:17.998080] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:17.998108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:17.998164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:18.015297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:18.015878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:18.015958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:18.015992] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:18.052284] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:18.052413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:18.052450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:18.052479] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:18.055886] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-10-11T14:10:18.056155] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-10-11T14:10:18.056293] [INFO ] [sig       ] ELF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:18.199200] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ELF.txt
[2025-10-11T14:10:18.199441] [INFO ] [sig       ] [590/1823] Completed ELF in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:18.199485] [INFO ] [sig       ] [591/1823] Forecasting ELP...
[2025-10-11T14:10:18.199516] [INFO ] [sig       ] Generating forecast for: ELP
[2025-10-11T14:10:18.199548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-10-11T14:10:18.209250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELP'.
[2025-10-11T14:10:18.209515] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-10-11T14:10:18.234818] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:18.235519] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-10-11T14:10:18.235572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:18.235605] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:18.235633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:18.235731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:18.252549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:18.253122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:18.253211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:18.253245] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:18.290819] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:18.290909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:18.290946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:18.290975] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:18.294098] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-10-11T14:10:18.294354] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-10-11T14:10:18.294493] [INFO ] [sig       ] ELP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:18.437350] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ELP.txt
[2025-10-11T14:10:18.437599] [INFO ] [sig       ] [591/1823] Completed ELP in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:18.437686] [INFO ] [sig       ] [592/1823] Forecasting ELS...
[2025-10-11T14:10:18.437734] [INFO ] [sig       ] Generating forecast for: ELS
[2025-10-11T14:10:18.437769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-10-11T14:10:18.447487] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELS'.
[2025-10-11T14:10:18.447834] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-10-11T14:10:18.472676] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:18.473358] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-10-11T14:10:18.473411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:18.473457] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:18.473487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:18.473543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:18.490805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:18.491344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:18.491459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:18.491497] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:18.528330] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:18.528422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:18.528460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:18.528489] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:18.531626] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-10-11T14:10:18.531980] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-10-11T14:10:18.532152] [INFO ] [sig       ] ELS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:18.675284] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ELS.txt
[2025-10-11T14:10:18.675505] [INFO ] [sig       ] [592/1823] Completed ELS in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:18.675549] [INFO ] [sig       ] [593/1823] Forecasting ELV...
[2025-10-11T14:10:18.675580] [INFO ] [sig       ] Generating forecast for: ELV
[2025-10-11T14:10:18.675612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'.
[2025-10-11T14:10:18.684813] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELV'.
[2025-10-11T14:10:18.685145] [INFO ] [FORECASTER] Starting predict_future for ELV
[2025-10-11T14:10:18.710532] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:18.711248] [DEBUG] [LOCAL     ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt
[2025-10-11T14:10:18.711302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:18.711335] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:18.711363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:18.711419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:18.728533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:18.729177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:18.729262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:18.729296] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:18.766614] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:18.766760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:18.766803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:18.766833] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:18.770044] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-10-11T14:10:18.770308] [INFO ] [FORECASTER] Completed predict_future for ELV
[2025-10-11T14:10:18.770440] [INFO ] [sig       ] ELV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:18.912543] [INFO ] [LOCAL     ] Saved forecast: ELV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ELV.txt
[2025-10-11T14:10:18.912929] [INFO ] [sig       ] [593/1823] Completed ELV in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:18.912993] [INFO ] [sig       ] [594/1823] Forecasting EMD...
[2025-10-11T14:10:18.913026] [INFO ] [sig       ] Generating forecast for: EMD
[2025-10-11T14:10:18.913059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-10-11T14:10:18.922689] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMD'.
[2025-10-11T14:10:18.922976] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-10-11T14:10:18.949088] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:18.949983] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-10-11T14:10:18.950040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:18.950076] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:18.950106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:18.950166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:18.968937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:18.969603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:18.969713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:18.969762] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:19.006712] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:19.006831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:19.006871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:19.006901] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:19.010224] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-10-11T14:10:19.010493] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-10-11T14:10:19.010635] [INFO ] [sig       ] EMD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:19.153594] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EMD.txt
[2025-10-11T14:10:19.153911] [INFO ] [sig       ] [594/1823] Completed EMD in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:19.153964] [INFO ] [sig       ] [595/1823] Forecasting EMF...
[2025-10-11T14:10:19.153996] [INFO ] [sig       ] Generating forecast for: EMF
[2025-10-11T14:10:19.154030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-10-11T14:10:19.163726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMF'.
[2025-10-11T14:10:19.164005] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-10-11T14:10:19.189614] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:19.190430] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-10-11T14:10:19.190485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:19.190519] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:19.190547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:19.190604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:19.207794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:19.208332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:19.208411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:19.208444] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:19.244865] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:19.244974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:19.245011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:19.245040] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:19.250152] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-10-11T14:10:19.250463] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-10-11T14:10:19.250634] [INFO ] [sig       ] EMF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:19.390618] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EMF.txt
[2025-10-11T14:10:19.390902] [INFO ] [sig       ] [595/1823] Completed EMF in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:19.390949] [INFO ] [sig       ] [596/1823] Forecasting EMN...
[2025-10-11T14:10:19.390980] [INFO ] [sig       ] Generating forecast for: EMN
[2025-10-11T14:10:19.391011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-10-11T14:10:19.400446] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMN'.
[2025-10-11T14:10:19.400756] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-10-11T14:10:19.425725] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:19.426408] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-10-11T14:10:19.426461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:19.426494] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:19.426522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:19.426578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:19.444083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:19.444684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:19.444771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:19.444805] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:19.481927] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:19.482063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:19.482103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:19.482133] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:19.485522] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-10-11T14:10:19.485836] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-10-11T14:10:19.485983] [INFO ] [sig       ] EMN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:19.627396] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EMN.txt
[2025-10-11T14:10:19.627622] [INFO ] [sig       ] [596/1823] Completed EMN in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:19.627702] [INFO ] [sig       ] [597/1823] Forecasting EMO...
[2025-10-11T14:10:19.627745] [INFO ] [sig       ] Generating forecast for: EMO
[2025-10-11T14:10:19.627779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-10-11T14:10:19.637089] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMO'.
[2025-10-11T14:10:19.637372] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-10-11T14:10:19.662947] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:19.663813] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-10-11T14:10:19.663870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:19.663905] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:19.663936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:19.663995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:19.681395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:19.682046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:19.682134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:19.682170] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:19.718089] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:19.718224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:19.718263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:19.718293] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:19.721525] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-10-11T14:10:19.721833] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-10-11T14:10:19.721976] [INFO ] [sig       ] EMO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:19.866376] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EMO.txt
[2025-10-11T14:10:19.866713] [INFO ] [sig       ] [597/1823] Completed EMO in 0.2s | 4.08 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:19.866776] [INFO ] [sig       ] [598/1823] Forecasting EMP...
[2025-10-11T14:10:19.866810] [INFO ] [sig       ] Generating forecast for: EMP
[2025-10-11T14:10:19.866843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'.
[2025-10-11T14:10:19.875693] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMP'.
[2025-10-11T14:10:19.876069] [INFO ] [FORECASTER] Starting predict_future for EMP
[2025-10-11T14:10:19.901596] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:19.902378] [DEBUG] [LOCAL     ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt
[2025-10-11T14:10:19.902433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:19.902467] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:19.902495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:19.902552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:19.919692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:19.920244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:19.920326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:19.920359] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:19.949737] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:19.949841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:19.949878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:19.949907] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:19.953199] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-10-11T14:10:19.953463] [INFO ] [FORECASTER] Completed predict_future for EMP
[2025-10-11T14:10:19.953594] [INFO ] [sig       ] EMP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:20.095571] [INFO ] [LOCAL     ] Saved forecast: EMP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EMP.txt
[2025-10-11T14:10:20.095839] [INFO ] [sig       ] [598/1823] Completed EMP in 0.2s | 4.09 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:20.095930] [INFO ] [sig       ] [599/1823] Forecasting EMR...
[2025-10-11T14:10:20.095971] [INFO ] [sig       ] Generating forecast for: EMR
[2025-10-11T14:10:20.096007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'.
[2025-10-11T14:10:20.104696] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EMR'.
[2025-10-11T14:10:20.104991] [INFO ] [FORECASTER] Starting predict_future for EMR
[2025-10-11T14:10:20.130769] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:20.131518] [DEBUG] [LOCAL     ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt
[2025-10-11T14:10:20.131576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:20.131620] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:20.131744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:20.131832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:20.150167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:20.150871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:20.150960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:20.150995] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:20.181513] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:20.181716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:20.181797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:20.181844] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:20.185639] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-10-11T14:10:20.185951] [INFO ] [FORECASTER] Completed predict_future for EMR
[2025-10-11T14:10:20.186089] [INFO ] [sig       ] EMR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:20.332425] [INFO ] [LOCAL     ] Saved forecast: EMR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EMR.txt
[2025-10-11T14:10:20.332716] [INFO ] [sig       ] [599/1823] Completed EMR in 0.2s | 4.09 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:20.332780] [INFO ] [sig       ] [600/1823] Forecasting ENB...
[2025-10-11T14:10:20.332813] [INFO ] [sig       ] Generating forecast for: ENB
[2025-10-11T14:10:20.332846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-10-11T14:10:20.342216] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENB'.
[2025-10-11T14:10:20.342584] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-10-11T14:10:20.368816] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:20.369633] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-10-11T14:10:20.369720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:20.369760] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:20.369790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:20.369848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:20.387547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:20.388521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:20.388618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:20.388685] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:20.426838] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:20.426959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:20.426999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:20.427028] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:20.430423] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-10-11T14:10:20.430735] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-10-11T14:10:20.430878] [INFO ] [sig       ] ENB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:20.571342] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ENB.txt
[2025-10-11T14:10:20.571567] [INFO ] [sig       ] [600/1823] Completed ENB in 0.2s | 4.09 sym/s | Total: 2.4m | ETA: 5.0m
[2025-10-11T14:10:20.571610] [INFO ] [sig       ] [601/1823] Forecasting ENFY...
[2025-10-11T14:10:20.571661] [INFO ] [sig       ] Generating forecast for: ENFY
[2025-10-11T14:10:20.571720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENFY' from 'https://tdm.silogroup.org/data/derivative_storage/ENFY.csv'.
[2025-10-11T14:10:20.580875] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENFY'.
[2025-10-11T14:10:20.581168] [INFO ] [FORECASTER] Starting predict_future for ENFY
[2025-10-11T14:10:20.606333] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:20.607110] [DEBUG] [LOCAL     ] No optimal features file found for ENFY: ./output/feature-sets/ENFY.txt
[2025-10-11T14:10:20.607166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:20.607199] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:20.607226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:20.607283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:20.624395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:20.624982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:20.625065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:20.625100] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:20.658480] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:20.658576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:20.658613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:20.658665] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:20.661775] [DEBUG] [FORECASTER] ENFY: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-10-11T14:10:20.662035] [INFO ] [FORECASTER] Completed predict_future for ENFY
[2025-10-11T14:10:20.662167] [INFO ] [sig       ] ENFY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:20.801569] [INFO ] [LOCAL     ] Saved forecast: ENFY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ENFY.txt
[2025-10-11T14:10:20.801801] [INFO ] [sig       ] [601/1823] Completed ENFY in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 5.0m
[2025-10-11T14:10:20.801862] [INFO ] [sig       ] [602/1823] Forecasting ENIC...
[2025-10-11T14:10:20.801895] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-10-11T14:10:20.801928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-10-11T14:10:20.810787] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENIC'.
[2025-10-11T14:10:20.811064] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-10-11T14:10:20.836250] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:20.837047] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-10-11T14:10:20.837102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:20.837136] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:20.837164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:20.837222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:20.854089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:20.854620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:20.854728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:20.854769] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:20.889033] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:20.889139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:20.889176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:20.889205] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:20.892356] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-10-11T14:10:20.892614] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-10-11T14:10:20.892786] [INFO ] [sig       ] ENIC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:21.032621] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ENIC.txt
[2025-10-11T14:10:21.032884] [INFO ] [sig       ] [602/1823] Completed ENIC in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 5.0m
[2025-10-11T14:10:21.032932] [INFO ] [sig       ] [603/1823] Forecasting ENO...
[2025-10-11T14:10:21.032964] [INFO ] [sig       ] Generating forecast for: ENO
[2025-10-11T14:10:21.032995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'.
[2025-10-11T14:10:21.041352] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENO'.
[2025-10-11T14:10:21.041626] [INFO ] [FORECASTER] Starting predict_future for ENO
[2025-10-11T14:10:21.066864] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:21.067637] [DEBUG] [LOCAL     ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt
[2025-10-11T14:10:21.067723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:21.067760] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:21.067787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:21.067844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:21.084898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:21.085733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:21.085825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:21.085858] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:21.123334] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:21.123473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:21.123515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:21.123544] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:21.127044] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-10-11T14:10:21.127317] [INFO ] [FORECASTER] Completed predict_future for ENO
[2025-10-11T14:10:21.127453] [INFO ] [sig       ] ENO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:21.268287] [INFO ] [LOCAL     ] Saved forecast: ENO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ENO.txt
[2025-10-11T14:10:21.268578] [INFO ] [sig       ] [603/1823] Completed ENO in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 5.0m
[2025-10-11T14:10:21.268630] [INFO ] [sig       ] [604/1823] Forecasting ENOV...
[2025-10-11T14:10:21.268717] [INFO ] [sig       ] Generating forecast for: ENOV
[2025-10-11T14:10:21.268769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'.
[2025-10-11T14:10:21.277785] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENOV'.
[2025-10-11T14:10:21.278121] [INFO ] [FORECASTER] Starting predict_future for ENOV
[2025-10-11T14:10:21.303637] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:21.304451] [DEBUG] [LOCAL     ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt
[2025-10-11T14:10:21.304505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:21.304540] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:21.304569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:21.304632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:21.321965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:21.322588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:21.322696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:21.322748] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:21.359046] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:21.359139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:21.359196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:21.359227] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:21.362411] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2025-10-11T14:10:21.362688] [INFO ] [FORECASTER] Completed predict_future for ENOV
[2025-10-11T14:10:21.362831] [INFO ] [sig       ] ENOV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:21.505458] [INFO ] [LOCAL     ] Saved forecast: ENOV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ENOV.txt
[2025-10-11T14:10:21.505768] [INFO ] [sig       ] [604/1823] Completed ENOV in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 5.0m
[2025-10-11T14:10:21.505831] [INFO ] [sig       ] [605/1823] Forecasting ENR...
[2025-10-11T14:10:21.505865] [INFO ] [sig       ] Generating forecast for: ENR
[2025-10-11T14:10:21.505897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'.
[2025-10-11T14:10:21.515347] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENR'.
[2025-10-11T14:10:21.515618] [INFO ] [FORECASTER] Starting predict_future for ENR
[2025-10-11T14:10:21.541296] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:21.542199] [DEBUG] [LOCAL     ] No optimal features file found for ENR: ./output/feature-sets/ENR.txt
[2025-10-11T14:10:21.542256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:21.542292] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:21.542322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:21.542439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:21.559459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:21.560147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:21.560230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:21.560264] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:21.595055] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:21.595242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:21.595286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:21.595317] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:21.598991] [DEBUG] [FORECASTER] ENR: Forecast T+1@11:T+2@11: DOWN (p=21.65%)
[2025-10-11T14:10:21.599266] [INFO ] [FORECASTER] Completed predict_future for ENR
[2025-10-11T14:10:21.599405] [INFO ] [sig       ] ENR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:21.760113] [INFO ] [LOCAL     ] Saved forecast: ENR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ENR.txt
[2025-10-11T14:10:21.760359] [INFO ] [sig       ] [605/1823] Completed ENR in 0.3s | 4.09 sym/s | Total: 2.5m | ETA: 5.0m
[2025-10-11T14:10:21.760403] [INFO ] [sig       ] [606/1823] Forecasting ENS...
[2025-10-11T14:10:21.760435] [INFO ] [sig       ] Generating forecast for: ENS
[2025-10-11T14:10:21.760467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-10-11T14:10:21.769524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENS'.
[2025-10-11T14:10:21.769862] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-10-11T14:10:21.794940] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:21.795703] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-10-11T14:10:21.795759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:21.795793] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:21.795858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:21.795918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:21.813007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:21.813598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:21.813704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:21.813752] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:21.848689] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:21.848856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:21.848898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:21.848929] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:21.852377] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2025-10-11T14:10:21.852679] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-10-11T14:10:21.852829] [INFO ] [sig       ] ENS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:21.996944] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ENS.txt
[2025-10-11T14:10:21.997175] [INFO ] [sig       ] [606/1823] Completed ENS in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 5.0m
[2025-10-11T14:10:21.997220] [INFO ] [sig       ] [607/1823] Forecasting ENVA...
[2025-10-11T14:10:21.997252] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-10-11T14:10:21.997286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-10-11T14:10:22.005692] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ENVA'.
[2025-10-11T14:10:22.005967] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-10-11T14:10:22.030810] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:22.031500] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-10-11T14:10:22.031554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:22.031589] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:22.031619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:22.031704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:22.049056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:22.049676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:22.049763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:22.049798] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:22.082921] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:22.083052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:22.083093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:22.083123] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:22.086419] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-10-11T14:10:22.086799] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-10-11T14:10:22.086944] [INFO ] [sig       ] ENVA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:22.233841] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ENVA.txt
[2025-10-11T14:10:22.234112] [INFO ] [sig       ] [607/1823] Completed ENVA in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 5.0m
[2025-10-11T14:10:22.234158] [INFO ] [sig       ] [608/1823] Forecasting EOD...
[2025-10-11T14:10:22.234189] [INFO ] [sig       ] Generating forecast for: EOD
[2025-10-11T14:10:22.234223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-10-11T14:10:22.242986] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOD'.
[2025-10-11T14:10:22.243261] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-10-11T14:10:22.271083] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:22.271949] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-10-11T14:10:22.272014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:22.272049] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:22.272078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:22.272136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:22.289105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:22.289765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:22.289848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:22.289882] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:22.322980] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:22.323079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:22.323147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:22.323178] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:22.328448] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2025-10-11T14:10:22.328788] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-10-11T14:10:22.328934] [INFO ] [sig       ] EOD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:22.468672] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EOD.txt
[2025-10-11T14:10:22.468898] [INFO ] [sig       ] [608/1823] Completed EOD in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 5.0m
[2025-10-11T14:10:22.468942] [INFO ] [sig       ] [609/1823] Forecasting EOG...
[2025-10-11T14:10:22.468973] [INFO ] [sig       ] Generating forecast for: EOG
[2025-10-11T14:10:22.469005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-10-11T14:10:22.478144] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOG'.
[2025-10-11T14:10:22.478422] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-10-11T14:10:22.505830] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:22.506771] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-10-11T14:10:22.506831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:22.506867] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:22.506896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:22.506954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:22.526809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:22.527729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:22.527819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:22.527855] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:22.559306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:22.559474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:22.559517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:22.559548] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:22.563532] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-10-11T14:10:22.563894] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-10-11T14:10:22.564050] [INFO ] [sig       ] EOG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:22.717319] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EOG.txt
[2025-10-11T14:10:22.717541] [INFO ] [sig       ] [609/1823] Completed EOG in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 5.0m
[2025-10-11T14:10:22.717585] [INFO ] [sig       ] [610/1823] Forecasting EOI...
[2025-10-11T14:10:22.717616] [INFO ] [sig       ] Generating forecast for: EOI
[2025-10-11T14:10:22.717674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-10-11T14:10:22.726062] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOI'.
[2025-10-11T14:10:22.726339] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-10-11T14:10:22.751359] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:22.752092] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-10-11T14:10:22.752147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:22.752181] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:22.752210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:22.752267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:22.769353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:22.769929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:22.770010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:22.770043] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:22.804637] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:22.804751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:22.804789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:22.804818] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:22.807943] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-10-11T14:10:22.808202] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-10-11T14:10:22.808335] [INFO ] [sig       ] EOI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:22.950232] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EOI.txt
[2025-10-11T14:10:22.950444] [INFO ] [sig       ] [610/1823] Completed EOI in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:22.950487] [INFO ] [sig       ] [611/1823] Forecasting EOS...
[2025-10-11T14:10:22.950517] [INFO ] [sig       ] Generating forecast for: EOS
[2025-10-11T14:10:22.950549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-10-11T14:10:22.959328] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOS'.
[2025-10-11T14:10:22.959615] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-10-11T14:10:22.984547] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:22.985317] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-10-11T14:10:22.985376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:22.985411] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:22.985441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:22.985499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:23.002386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:23.002956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:23.003037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:23.003071] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:23.036720] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:23.036810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:23.036865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:23.036895] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:23.039897] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=65.49%)
[2025-10-11T14:10:23.040152] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-10-11T14:10:23.040280] [INFO ] [sig       ] EOS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:23.181881] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EOS.txt
[2025-10-11T14:10:23.182293] [INFO ] [sig       ] [611/1823] Completed EOS in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:23.182368] [INFO ] [sig       ] [612/1823] Forecasting EOT...
[2025-10-11T14:10:23.182416] [INFO ] [sig       ] Generating forecast for: EOT
[2025-10-11T14:10:23.182489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'.
[2025-10-11T14:10:23.191261] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOT'.
[2025-10-11T14:10:23.191544] [INFO ] [FORECASTER] Starting predict_future for EOT
[2025-10-11T14:10:23.216727] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:23.217493] [DEBUG] [LOCAL     ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt
[2025-10-11T14:10:23.217549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:23.217583] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:23.217610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:23.217688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:23.234637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:23.235259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:23.235345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:23.235378] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:23.271931] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:23.272046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:23.272083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:23.272112] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:23.275346] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-10-11T14:10:23.275621] [INFO ] [FORECASTER] Completed predict_future for EOT
[2025-10-11T14:10:23.275807] [INFO ] [sig       ] EOT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:23.414574] [INFO ] [LOCAL     ] Saved forecast: EOT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EOT.txt
[2025-10-11T14:10:23.414831] [INFO ] [sig       ] [612/1823] Completed EOT in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:23.414889] [INFO ] [sig       ] [613/1823] Forecasting EPAC...
[2025-10-11T14:10:23.414923] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-10-11T14:10:23.414955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-10-11T14:10:23.424280] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPAC'.
[2025-10-11T14:10:23.424561] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-10-11T14:10:23.449401] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:23.450132] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-10-11T14:10:23.450188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:23.450221] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:23.450249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:23.450324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:23.467152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:23.467723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:23.467808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:23.467841] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:23.504119] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:23.504249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:23.504288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:23.504317] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:23.507764] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-10-11T14:10:23.508036] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-10-11T14:10:23.508173] [INFO ] [sig       ] EPAC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:23.647815] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EPAC.txt
[2025-10-11T14:10:23.648039] [INFO ] [sig       ] [613/1823] Completed EPAC in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:23.648083] [INFO ] [sig       ] [614/1823] Forecasting EPAM...
[2025-10-11T14:10:23.648113] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-10-11T14:10:23.648145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-10-11T14:10:23.657459] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPAM'.
[2025-10-11T14:10:23.657791] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-10-11T14:10:23.682997] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:23.683748] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-10-11T14:10:23.683804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:23.683838] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:23.683867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:23.683924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:23.701210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:23.701806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:23.701889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:23.701922] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:23.739053] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:23.739202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:23.739242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:23.739271] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:23.742701] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-10-11T14:10:23.742979] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-10-11T14:10:23.743113] [INFO ] [sig       ] EPAM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:23.883501] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EPAM.txt
[2025-10-11T14:10:23.883770] [INFO ] [sig       ] [614/1823] Completed EPAM in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:23.883832] [INFO ] [sig       ] [615/1823] Forecasting EPC...
[2025-10-11T14:10:23.883866] [INFO ] [sig       ] Generating forecast for: EPC
[2025-10-11T14:10:23.883899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-10-11T14:10:23.892638] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPC'.
[2025-10-11T14:10:23.893097] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-10-11T14:10:23.918968] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:23.919795] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-10-11T14:10:23.919862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:23.919909] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:23.919940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:23.919998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:23.941771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:23.942723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:23.942824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:23.942883] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:23.981408] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:23.981555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:23.981606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:23.981637] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:23.984940] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=80.45%)
[2025-10-11T14:10:23.985224] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-10-11T14:10:23.985359] [INFO ] [sig       ] EPC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:24.128227] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EPC.txt
[2025-10-11T14:10:24.128440] [INFO ] [sig       ] [615/1823] Completed EPC in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:24.128484] [INFO ] [sig       ] [616/1823] Forecasting EPR...
[2025-10-11T14:10:24.128516] [INFO ] [sig       ] Generating forecast for: EPR
[2025-10-11T14:10:24.128548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'.
[2025-10-11T14:10:24.138052] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPR'.
[2025-10-11T14:10:24.138322] [INFO ] [FORECASTER] Starting predict_future for EPR
[2025-10-11T14:10:24.164083] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:24.164805] [DEBUG] [LOCAL     ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt
[2025-10-11T14:10:24.164859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:24.164892] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:24.164975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:24.165054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:24.182768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:24.183334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:24.183416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:24.183449] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:24.224777] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:24.224964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:24.225015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:24.225047] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:24.228738] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: UP (p=71.30%)
[2025-10-11T14:10:24.229018] [INFO ] [FORECASTER] Completed predict_future for EPR
[2025-10-11T14:10:24.229156] [INFO ] [sig       ] EPR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:24.373924] [INFO ] [LOCAL     ] Saved forecast: EPR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EPR.txt
[2025-10-11T14:10:24.374216] [INFO ] [sig       ] [616/1823] Completed EPR in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:24.374269] [INFO ] [sig       ] [617/1823] Forecasting EPRT...
[2025-10-11T14:10:24.374301] [INFO ] [sig       ] Generating forecast for: EPRT
[2025-10-11T14:10:24.374334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'.
[2025-10-11T14:10:24.383508] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EPRT'.
[2025-10-11T14:10:24.383809] [INFO ] [FORECASTER] Starting predict_future for EPRT
[2025-10-11T14:10:24.408751] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:24.409431] [DEBUG] [LOCAL     ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt
[2025-10-11T14:10:24.409485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:24.409519] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:24.409548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:24.409606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:24.426860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:24.427384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:24.427463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:24.427497] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:24.463503] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:24.463583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:24.463618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:24.463675] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:24.466745] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-10-11T14:10:24.466999] [INFO ] [FORECASTER] Completed predict_future for EPRT
[2025-10-11T14:10:24.467129] [INFO ] [sig       ] EPRT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:24.610865] [INFO ] [LOCAL     ] Saved forecast: EPRT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EPRT.txt
[2025-10-11T14:10:24.611139] [INFO ] [sig       ] [617/1823] Completed EPRT in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:24.611185] [INFO ] [sig       ] [618/1823] Forecasting EQH...
[2025-10-11T14:10:24.611216] [INFO ] [sig       ] Generating forecast for: EQH
[2025-10-11T14:10:24.611248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-10-11T14:10:24.620569] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQH'.
[2025-10-11T14:10:24.621102] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-10-11T14:10:24.646562] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:24.647389] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-10-11T14:10:24.647444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:24.647478] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:24.647563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:24.647631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:24.664795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:24.665550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:24.665635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:24.665710] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:24.703258] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:24.703428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:24.703471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:24.703521] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:24.707196] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-10-11T14:10:24.707495] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-10-11T14:10:24.707638] [INFO ] [sig       ] EQH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:24.859273] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EQH.txt
[2025-10-11T14:10:24.859515] [INFO ] [sig       ] [618/1823] Completed EQH in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:24.859558] [INFO ] [sig       ] [619/1823] Forecasting EQR...
[2025-10-11T14:10:24.859589] [INFO ] [sig       ] Generating forecast for: EQR
[2025-10-11T14:10:24.859622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'.
[2025-10-11T14:10:24.868301] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQR'.
[2025-10-11T14:10:24.868604] [INFO ] [FORECASTER] Starting predict_future for EQR
[2025-10-11T14:10:24.893755] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:24.894440] [DEBUG] [LOCAL     ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt
[2025-10-11T14:10:24.894494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:24.894527] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:24.894554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:24.894611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:24.911900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:24.912435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:24.912513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:24.912547] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:24.949220] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:24.949309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:24.949345] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:24.949373] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:24.952503] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-10-11T14:10:24.952811] [INFO ] [FORECASTER] Completed predict_future for EQR
[2025-10-11T14:10:24.952953] [INFO ] [sig       ] EQR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:25.093368] [INFO ] [LOCAL     ] Saved forecast: EQR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EQR.txt
[2025-10-11T14:10:25.093585] [INFO ] [sig       ] [619/1823] Completed EQR in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:25.093628] [INFO ] [sig       ] [620/1823] Forecasting EQT...
[2025-10-11T14:10:25.093696] [INFO ] [sig       ] Generating forecast for: EQT
[2025-10-11T14:10:25.093742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'.
[2025-10-11T14:10:25.102733] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQT'.
[2025-10-11T14:10:25.103011] [INFO ] [FORECASTER] Starting predict_future for EQT
[2025-10-11T14:10:25.127987] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:25.128684] [DEBUG] [LOCAL     ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt
[2025-10-11T14:10:25.128742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:25.128779] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:25.128806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:25.128862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:25.146862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:25.147439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:25.147535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:25.147575] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:25.185446] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:25.185542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:25.185578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:25.185607] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:25.188805] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: DOWN (p=38.71%)
[2025-10-11T14:10:25.189061] [INFO ] [FORECASTER] Completed predict_future for EQT
[2025-10-11T14:10:25.189193] [INFO ] [sig       ] EQT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:25.329809] [INFO ] [LOCAL     ] Saved forecast: EQT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EQT.txt
[2025-10-11T14:10:25.330050] [INFO ] [sig       ] [620/1823] Completed EQT in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:25.330094] [INFO ] [sig       ] [621/1823] Forecasting EQV...
[2025-10-11T14:10:25.330125] [INFO ] [sig       ] Generating forecast for: EQV
[2025-10-11T14:10:25.330157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQV' from 'https://tdm.silogroup.org/data/derivative_storage/EQV.csv'.
[2025-10-11T14:10:25.339423] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EQV'.
[2025-10-11T14:10:25.339803] [INFO ] [FORECASTER] Starting predict_future for EQV
[2025-10-11T14:10:25.365009] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:25.365720] [DEBUG] [LOCAL     ] No optimal features file found for EQV: ./output/feature-sets/EQV.txt
[2025-10-11T14:10:25.365775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:25.365809] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:25.365836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:25.365892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:25.382934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:25.383762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:25.383849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:25.383883] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:25.418478] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:25.419098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:25.419146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:25.419177] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:25.424940] [DEBUG] [FORECASTER] EQV: Forecast T+1@11:T+2@11: DOWN (p=20.50%)
[2025-10-11T14:10:25.425251] [INFO ] [FORECASTER] Completed predict_future for EQV
[2025-10-11T14:10:25.425403] [INFO ] [sig       ] EQV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:25.565170] [INFO ] [LOCAL     ] Saved forecast: EQV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EQV.txt
[2025-10-11T14:10:25.565389] [INFO ] [sig       ] [621/1823] Completed EQV in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:25.565433] [INFO ] [sig       ] [622/1823] Forecasting ERJ...
[2025-10-11T14:10:25.565464] [INFO ] [sig       ] Generating forecast for: ERJ
[2025-10-11T14:10:25.565497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERJ' from 'https://tdm.silogroup.org/data/derivative_storage/ERJ.csv'.
[2025-10-11T14:10:25.573727] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ERJ'.
[2025-10-11T14:10:25.574002] [INFO ] [FORECASTER] Starting predict_future for ERJ
[2025-10-11T14:10:25.598759] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:25.599437] [DEBUG] [LOCAL     ] No optimal features file found for ERJ: ./output/feature-sets/ERJ.txt
[2025-10-11T14:10:25.599491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:25.599525] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:25.599552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:25.599609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:25.616573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:25.617299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:25.617734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:25.617788] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:25.654007] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:25.654096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:25.654131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:25.654160] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:25.657250] [DEBUG] [FORECASTER] ERJ: Forecast T+1@11:T+2@11: UP (p=80.00%)
[2025-10-11T14:10:25.657506] [INFO ] [FORECASTER] Completed predict_future for ERJ
[2025-10-11T14:10:25.657664] [INFO ] [sig       ] ERJ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:25.797500] [INFO ] [LOCAL     ] Saved forecast: ERJ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ERJ.txt
[2025-10-11T14:10:25.797739] [INFO ] [sig       ] [622/1823] Completed ERJ in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:25.797802] [INFO ] [sig       ] [623/1823] Forecasting ERO...
[2025-10-11T14:10:25.797838] [INFO ] [sig       ] Generating forecast for: ERO
[2025-10-11T14:10:25.797871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-10-11T14:10:25.806901] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ERO'.
[2025-10-11T14:10:25.807240] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-10-11T14:10:25.832045] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:25.832796] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-10-11T14:10:25.832850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:25.832884] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:25.832913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:25.832971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:25.849970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:25.850508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:25.850587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:25.850621] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:25.889579] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:25.889710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:25.889759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:25.889792] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:25.892975] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=35.95%)
[2025-10-11T14:10:25.893241] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-10-11T14:10:25.893379] [INFO ] [sig       ] ERO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:26.035102] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ERO.txt
[2025-10-11T14:10:26.035332] [INFO ] [sig       ] [623/1823] Completed ERO in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:26.035384] [INFO ] [sig       ] [624/1823] Forecasting ES...
[2025-10-11T14:10:26.035416] [INFO ] [sig       ] Generating forecast for: ES
[2025-10-11T14:10:26.035448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-10-11T14:10:26.044180] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ES'.
[2025-10-11T14:10:26.044445] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-10-11T14:10:26.069327] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:26.070056] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-10-11T14:10:26.070114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:26.070148] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:26.070176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:26.070233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:26.087313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:26.087884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:26.087965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:26.087998] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:26.124370] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:26.124467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:26.124506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:26.124535] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:26.127761] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-10-11T14:10:26.128044] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-10-11T14:10:26.128182] [INFO ] [sig       ] ES: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:26.270472] [INFO ] [LOCAL     ] Saved forecast: ES	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ES.txt
[2025-10-11T14:10:26.270727] [INFO ] [sig       ] [624/1823] Completed ES in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:26.270792] [INFO ] [sig       ] [625/1823] Forecasting ESAB...
[2025-10-11T14:10:26.270830] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-10-11T14:10:26.270863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-10-11T14:10:26.279904] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESAB'.
[2025-10-11T14:10:26.280195] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-10-11T14:10:26.305195] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:26.305927] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-10-11T14:10:26.305981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:26.306015] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:26.306044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:26.306102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:26.323439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:26.324044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:26.324123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:26.324157] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:26.360343] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:26.360451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:26.360489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:26.360538] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:26.363820] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-10-11T14:10:26.364105] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-10-11T14:10:26.364244] [INFO ] [sig       ] ESAB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:26.505504] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ESAB.txt
[2025-10-11T14:10:26.505825] [INFO ] [sig       ] [625/1823] Completed ESAB in 0.2s | 4.09 sym/s | Total: 2.5m | ETA: 4.9m
[2025-10-11T14:10:26.505891] [INFO ] [sig       ] [626/1823] Forecasting ESE...
[2025-10-11T14:10:26.505927] [INFO ] [sig       ] Generating forecast for: ESE
[2025-10-11T14:10:26.505961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-10-11T14:10:26.516399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESE'.
[2025-10-11T14:10:26.516950] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-10-11T14:10:26.548707] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:26.549871] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-10-11T14:10:26.549955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:26.550026] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:26.550092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:26.550197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:26.572838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:26.573726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:26.573838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:26.573888] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:26.614263] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:26.614431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:26.614485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:26.614516] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:26.618512] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-10-11T14:10:26.618833] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-10-11T14:10:26.618981] [INFO ] [sig       ] ESE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:26.766835] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ESE.txt
[2025-10-11T14:10:26.767117] [INFO ] [sig       ] [626/1823] Completed ESE in 0.3s | 4.09 sym/s | Total: 2.6m | ETA: 4.9m
[2025-10-11T14:10:26.767173] [INFO ] [sig       ] [627/1823] Forecasting ESI...
[2025-10-11T14:10:26.767205] [INFO ] [sig       ] Generating forecast for: ESI
[2025-10-11T14:10:26.767237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-10-11T14:10:26.777699] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESI'.
[2025-10-11T14:10:26.778086] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-10-11T14:10:26.808714] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:26.809744] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-10-11T14:10:26.809824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:26.809896] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:26.809944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:26.810008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:26.831710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:26.832342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:26.832446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:26.832521] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:26.874593] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:26.874732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:26.874782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:26.874817] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:26.878558] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-10-11T14:10:26.878870] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-10-11T14:10:26.879020] [INFO ] [sig       ] ESI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:27.043121] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ESI.txt
[2025-10-11T14:10:27.043409] [INFO ] [sig       ] [627/1823] Completed ESI in 0.3s | 4.09 sym/s | Total: 2.6m | ETA: 4.9m
[2025-10-11T14:10:27.043456] [INFO ] [sig       ] [628/1823] Forecasting ESNT...
[2025-10-11T14:10:27.043488] [INFO ] [sig       ] Generating forecast for: ESNT
[2025-10-11T14:10:27.043521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'.
[2025-10-11T14:10:27.054064] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESNT'.
[2025-10-11T14:10:27.054386] [INFO ] [FORECASTER] Starting predict_future for ESNT
[2025-10-11T14:10:27.082578] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:27.083552] [DEBUG] [LOCAL     ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt
[2025-10-11T14:10:27.083611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:27.083670] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:27.083722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:27.083784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:27.103314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:27.103929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:27.104014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:27.104049] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:27.144394] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:27.144510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:27.144569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:27.144608] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:27.148074] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-10-11T14:10:27.148381] [INFO ] [FORECASTER] Completed predict_future for ESNT
[2025-10-11T14:10:27.148555] [INFO ] [sig       ] ESNT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:27.314766] [INFO ] [LOCAL     ] Saved forecast: ESNT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ESNT.txt
[2025-10-11T14:10:27.315011] [INFO ] [sig       ] [628/1823] Completed ESNT in 0.3s | 4.09 sym/s | Total: 2.6m | ETA: 4.9m
[2025-10-11T14:10:27.315056] [INFO ] [sig       ] [629/1823] Forecasting ESRT...
[2025-10-11T14:10:27.315088] [INFO ] [sig       ] Generating forecast for: ESRT
[2025-10-11T14:10:27.315120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'.
[2025-10-11T14:10:27.324814] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESRT'.
[2025-10-11T14:10:27.325186] [INFO ] [FORECASTER] Starting predict_future for ESRT
[2025-10-11T14:10:27.350290] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:27.351044] [DEBUG] [LOCAL     ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt
[2025-10-11T14:10:27.351100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:27.351134] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:27.351161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:27.351218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:27.368434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:27.369066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:27.369149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:27.369185] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:27.405184] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:27.405294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:27.405332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:27.405361] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:27.408787] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: UP (p=68.06%)
[2025-10-11T14:10:27.409106] [INFO ] [FORECASTER] Completed predict_future for ESRT
[2025-10-11T14:10:27.409258] [INFO ] [sig       ] ESRT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:27.548662] [INFO ] [LOCAL     ] Saved forecast: ESRT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ESRT.txt
[2025-10-11T14:10:27.548937] [INFO ] [sig       ] [629/1823] Completed ESRT in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.9m
[2025-10-11T14:10:27.548983] [INFO ] [sig       ] [630/1823] Forecasting ESS...
[2025-10-11T14:10:27.549015] [INFO ] [sig       ] Generating forecast for: ESS
[2025-10-11T14:10:27.549046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'.
[2025-10-11T14:10:27.557568] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESS'.
[2025-10-11T14:10:27.557880] [INFO ] [FORECASTER] Starting predict_future for ESS
[2025-10-11T14:10:27.582667] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:27.583454] [DEBUG] [LOCAL     ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt
[2025-10-11T14:10:27.583508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:27.583543] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:27.583572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:27.583631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:27.601081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:27.601811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:27.601899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:27.601933] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:27.644200] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:27.644383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:27.644428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:27.644459] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:27.648383] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-10-11T14:10:27.648927] [INFO ] [FORECASTER] Completed predict_future for ESS
[2025-10-11T14:10:27.649091] [INFO ] [sig       ] ESS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:27.796724] [INFO ] [LOCAL     ] Saved forecast: ESS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ESS.txt
[2025-10-11T14:10:27.797029] [INFO ] [sig       ] [630/1823] Completed ESS in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.9m
[2025-10-11T14:10:27.797084] [INFO ] [sig       ] [631/1823] Forecasting ESTC...
[2025-10-11T14:10:27.797117] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-10-11T14:10:27.797149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-10-11T14:10:27.806429] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ESTC'.
[2025-10-11T14:10:27.806857] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-10-11T14:10:27.833006] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:27.833836] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-10-11T14:10:27.833894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:27.833985] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:27.834023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:27.834081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:27.852164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:27.853075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:27.853163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:27.853198] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:27.890833] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:27.890915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:27.890951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:27.890980] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:27.893999] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-10-11T14:10:27.894254] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-10-11T14:10:27.894392] [INFO ] [sig       ] ESTC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:28.039144] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ESTC.txt
[2025-10-11T14:10:28.039448] [INFO ] [sig       ] [631/1823] Completed ESTC in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.9m
[2025-10-11T14:10:28.039496] [INFO ] [sig       ] [632/1823] Forecasting ET...
[2025-10-11T14:10:28.039528] [INFO ] [sig       ] Generating forecast for: ET
[2025-10-11T14:10:28.039561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'.
[2025-10-11T14:10:28.048774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ET'.
[2025-10-11T14:10:28.049110] [INFO ] [FORECASTER] Starting predict_future for ET
[2025-10-11T14:10:28.074360] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:28.075091] [DEBUG] [LOCAL     ] No optimal features file found for ET: ./output/feature-sets/ET.txt
[2025-10-11T14:10:28.075145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:28.075179] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:28.075206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:28.075263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:28.095845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:28.096427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:28.096513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:28.096549] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:28.134171] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:28.134255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:28.134291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:28.134320] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:28.137503] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: UP (p=50.89%)
[2025-10-11T14:10:28.137808] [INFO ] [FORECASTER] Completed predict_future for ET
[2025-10-11T14:10:28.137957] [INFO ] [sig       ] ET: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:28.279560] [INFO ] [LOCAL     ] Saved forecast: ET	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ET.txt
[2025-10-11T14:10:28.279833] [INFO ] [sig       ] [632/1823] Completed ET in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.9m
[2025-10-11T14:10:28.279897] [INFO ] [sig       ] [633/1823] Forecasting ETB...
[2025-10-11T14:10:28.279930] [INFO ] [sig       ] Generating forecast for: ETB
[2025-10-11T14:10:28.279963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-10-11T14:10:28.288860] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETB'.
[2025-10-11T14:10:28.289189] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-10-11T14:10:28.314736] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:28.315450] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-10-11T14:10:28.315505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:28.315539] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:28.315567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:28.315623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:28.333058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:28.333606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:28.333716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:28.333762] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:28.367824] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:28.367930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:28.367967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:28.367997] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:28.371226] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2025-10-11T14:10:28.371495] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-10-11T14:10:28.371639] [INFO ] [sig       ] ETB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:28.512587] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ETB.txt
[2025-10-11T14:10:28.512847] [INFO ] [sig       ] [633/1823] Completed ETB in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.9m
[2025-10-11T14:10:28.512909] [INFO ] [sig       ] [634/1823] Forecasting ETD...
[2025-10-11T14:10:28.512943] [INFO ] [sig       ] Generating forecast for: ETD
[2025-10-11T14:10:28.512976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-10-11T14:10:28.521565] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETD'.
[2025-10-11T14:10:28.521897] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-10-11T14:10:28.547521] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:28.548276] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-10-11T14:10:28.548331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:28.548365] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:28.548393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:28.548452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:28.565882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:28.566479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:28.566565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:28.566640] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:28.599553] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:28.599695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:28.599749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:28.599782] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:28.603090] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=35.55%)
[2025-10-11T14:10:28.603394] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-10-11T14:10:28.603544] [INFO ] [sig       ] ETD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:28.752498] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ETD.txt
[2025-10-11T14:10:28.752785] [INFO ] [sig       ] [634/1823] Completed ETD in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:28.752849] [INFO ] [sig       ] [635/1823] Forecasting ETG...
[2025-10-11T14:10:28.752884] [INFO ] [sig       ] Generating forecast for: ETG
[2025-10-11T14:10:28.752918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-10-11T14:10:28.762431] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETG'.
[2025-10-11T14:10:28.762745] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-10-11T14:10:28.787920] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:28.788607] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-10-11T14:10:28.788686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:28.788734] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:28.788764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:28.788821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:28.806197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:28.806831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:28.806916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:28.806951] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:28.843005] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:28.843148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:28.843190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:28.843218] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:28.846814] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-10-11T14:10:28.847108] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-10-11T14:10:28.847254] [INFO ] [sig       ] ETG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:28.995533] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ETG.txt
[2025-10-11T14:10:28.995805] [INFO ] [sig       ] [635/1823] Completed ETG in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:28.995867] [INFO ] [sig       ] [636/1823] Forecasting ETJ...
[2025-10-11T14:10:28.995902] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-10-11T14:10:28.995934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-10-11T14:10:29.004780] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETJ'.
[2025-10-11T14:10:29.005209] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-10-11T14:10:29.030280] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:29.031086] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-10-11T14:10:29.031141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:29.031176] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:29.031205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:29.031262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:29.048418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:29.049027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:29.049117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:29.049152] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:29.083955] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:29.084092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:29.084131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:29.084161] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:29.088024] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-10-11T14:10:29.088371] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-10-11T14:10:29.088528] [INFO ] [sig       ] ETJ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:29.239379] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ETJ.txt
[2025-10-11T14:10:29.239689] [INFO ] [sig       ] [636/1823] Completed ETJ in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:29.239752] [INFO ] [sig       ] [637/1823] Forecasting ETN...
[2025-10-11T14:10:29.239785] [INFO ] [sig       ] Generating forecast for: ETN
[2025-10-11T14:10:29.239817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-10-11T14:10:29.248879] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETN'.
[2025-10-11T14:10:29.249242] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-10-11T14:10:29.274438] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:29.275249] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-10-11T14:10:29.275305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:29.275339] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:29.275367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:29.275425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:29.292594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:29.293383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:29.293471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:29.293506] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:29.329916] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:29.330118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:29.330163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:29.330193] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:29.333783] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-10-11T14:10:29.334071] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-10-11T14:10:29.334260] [INFO ] [sig       ] ETN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:29.482308] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ETN.txt
[2025-10-11T14:10:29.482608] [INFO ] [sig       ] [637/1823] Completed ETN in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:29.482689] [INFO ] [sig       ] [638/1823] Forecasting ETO...
[2025-10-11T14:10:29.482748] [INFO ] [sig       ] Generating forecast for: ETO
[2025-10-11T14:10:29.482785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-10-11T14:10:29.491748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETO'.
[2025-10-11T14:10:29.492147] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-10-11T14:10:29.517362] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:29.518165] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-10-11T14:10:29.518220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:29.518254] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:29.518283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:29.518340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:29.535578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:29.536178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:29.536262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:29.536295] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:29.572173] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:29.572312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:29.572352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:29.572382] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:29.575904] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-10-11T14:10:29.576188] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-10-11T14:10:29.576330] [INFO ] [sig       ] ETO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:29.721703] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ETO.txt
[2025-10-11T14:10:29.721934] [INFO ] [sig       ] [638/1823] Completed ETO in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:29.721978] [INFO ] [sig       ] [639/1823] Forecasting ETR...
[2025-10-11T14:10:29.722009] [INFO ] [sig       ] Generating forecast for: ETR
[2025-10-11T14:10:29.722041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'.
[2025-10-11T14:10:29.730506] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETR'.
[2025-10-11T14:10:29.730804] [INFO ] [FORECASTER] Starting predict_future for ETR
[2025-10-11T14:10:29.755947] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:29.756753] [DEBUG] [LOCAL     ] No optimal features file found for ETR: ./output/feature-sets/ETR.txt
[2025-10-11T14:10:29.756812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:29.756847] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:29.756879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:29.756940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:29.774373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:29.774985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:29.775076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:29.775114] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:29.811448] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:29.811598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:29.811639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:29.811716] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:29.815088] [DEBUG] [FORECASTER] ETR: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-10-11T14:10:29.815372] [INFO ] [FORECASTER] Completed predict_future for ETR
[2025-10-11T14:10:29.815506] [INFO ] [sig       ] ETR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:29.963450] [INFO ] [LOCAL     ] Saved forecast: ETR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ETR.txt
[2025-10-11T14:10:29.963734] [INFO ] [sig       ] [639/1823] Completed ETR in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:29.963797] [INFO ] [sig       ] [640/1823] Forecasting ETV...
[2025-10-11T14:10:29.963832] [INFO ] [sig       ] Generating forecast for: ETV
[2025-10-11T14:10:29.963868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'.
[2025-10-11T14:10:29.973298] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETV'.
[2025-10-11T14:10:29.973680] [INFO ] [FORECASTER] Starting predict_future for ETV
[2025-10-11T14:10:29.998910] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:29.999707] [DEBUG] [LOCAL     ] No optimal features file found for ETV: ./output/feature-sets/ETV.txt
[2025-10-11T14:10:29.999770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:29.999805] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:29.999833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:29.999891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:30.017184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:30.017992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:30.018080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:30.018114] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:30.054959] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:30.055130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:30.055172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:30.055203] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:30.058974] [DEBUG] [FORECASTER] ETV: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-10-11T14:10:30.059255] [INFO ] [FORECASTER] Completed predict_future for ETV
[2025-10-11T14:10:30.059394] [INFO ] [sig       ] ETV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:30.205587] [INFO ] [LOCAL     ] Saved forecast: ETV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ETV.txt
[2025-10-11T14:10:30.205901] [INFO ] [sig       ] [640/1823] Completed ETV in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:30.205957] [INFO ] [sig       ] [641/1823] Forecasting ETW...
[2025-10-11T14:10:30.205989] [INFO ] [sig       ] Generating forecast for: ETW
[2025-10-11T14:10:30.206074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'.
[2025-10-11T14:10:30.215509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETW'.
[2025-10-11T14:10:30.215835] [INFO ] [FORECASTER] Starting predict_future for ETW
[2025-10-11T14:10:30.241264] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:30.242035] [DEBUG] [LOCAL     ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt
[2025-10-11T14:10:30.242089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:30.242123] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:30.242150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:30.242208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:30.259360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:30.260002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:30.260103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:30.260138] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:30.298840] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:30.298980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:30.299025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:30.299058] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:30.302355] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: UP (p=55.07%)
[2025-10-11T14:10:30.302620] [INFO ] [FORECASTER] Completed predict_future for ETW
[2025-10-11T14:10:30.302797] [INFO ] [sig       ] ETW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:30.443523] [INFO ] [LOCAL     ] Saved forecast: ETW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ETW.txt
[2025-10-11T14:10:30.443784] [INFO ] [sig       ] [641/1823] Completed ETW in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:30.443847] [INFO ] [sig       ] [642/1823] Forecasting ETX...
[2025-10-11T14:10:30.443880] [INFO ] [sig       ] Generating forecast for: ETX
[2025-10-11T14:10:30.443911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'.
[2025-10-11T14:10:30.452690] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'ETX'.
[2025-10-11T14:10:30.453091] [INFO ] [FORECASTER] Starting predict_future for ETX
[2025-10-11T14:10:30.478893] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:30.479781] [DEBUG] [LOCAL     ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt
[2025-10-11T14:10:30.479841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:30.479879] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:30.479910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:30.479970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:30.497318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:30.498133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:30.498223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:30.498258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:30.541340] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:30.541742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:30.541804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:30.541838] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:30.546422] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-10-11T14:10:30.546817] [INFO ] [FORECASTER] Completed predict_future for ETX
[2025-10-11T14:10:30.547002] [INFO ] [sig       ] ETX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:30.690166] [INFO ] [LOCAL     ] Saved forecast: ETX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ETX.txt
[2025-10-11T14:10:30.690577] [INFO ] [sig       ] [642/1823] Completed ETX in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:30.690664] [INFO ] [sig       ] [643/1823] Forecasting ETY...
[2025-10-11T14:10:30.690719] [INFO ] [sig       ] Generating forecast for: ETY
[2025-10-11T14:10:30.690757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-10-11T14:10:30.703214] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ETY'.
[2025-10-11T14:10:30.703634] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-10-11T14:10:30.731086] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:30.731920] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-10-11T14:10:30.732026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:30.732080] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:30.732112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:30.732171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:30.750228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:30.751038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:30.751139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:30.751194] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:30.790175] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:30.790295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:30.790334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:30.790366] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:30.793800] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-10-11T14:10:30.794102] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-10-11T14:10:30.794250] [INFO ] [sig       ] ETY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:30.943213] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ETY.txt
[2025-10-11T14:10:30.943519] [INFO ] [sig       ] [643/1823] Completed ETY in 0.3s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:30.943568] [INFO ] [sig       ] [644/1823] Forecasting EVC...
[2025-10-11T14:10:30.943598] [INFO ] [sig       ] Generating forecast for: EVC
[2025-10-11T14:10:30.943630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-10-11T14:10:30.953491] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVC'.
[2025-10-11T14:10:30.953950] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-10-11T14:10:30.980036] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:30.980842] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-10-11T14:10:30.980971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:30.981030] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:30.981077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:30.981139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:30.999123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:31.000233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:31.000342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:31.000384] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:31.043327] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:31.043514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:31.043556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:31.043585] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:31.047230] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-10-11T14:10:31.047517] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-10-11T14:10:31.047694] [INFO ] [sig       ] EVC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:31.189978] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EVC.txt
[2025-10-11T14:10:31.190225] [INFO ] [sig       ] [644/1823] Completed EVC in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:31.190270] [INFO ] [sig       ] [645/1823] Forecasting EVEX...
[2025-10-11T14:10:31.190301] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-10-11T14:10:31.190342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-10-11T14:10:31.200365] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVEX'.
[2025-10-11T14:10:31.200750] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-10-11T14:10:31.225830] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:31.226684] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-10-11T14:10:31.226742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:31.226778] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:31.226806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:31.226863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:31.244495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:31.245093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:31.245176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:31.245210] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:31.287790] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:31.287931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:31.287972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:31.288001] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:31.291482] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-10-11T14:10:31.291808] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-10-11T14:10:31.291986] [INFO ] [sig       ] EVEX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:31.440365] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EVEX.txt
[2025-10-11T14:10:31.440599] [INFO ] [sig       ] [645/1823] Completed EVEX in 0.3s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:31.440664] [INFO ] [sig       ] [646/1823] Forecasting EVF...
[2025-10-11T14:10:31.440720] [INFO ] [sig       ] Generating forecast for: EVF
[2025-10-11T14:10:31.440755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-10-11T14:10:31.450359] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVF'.
[2025-10-11T14:10:31.450692] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-10-11T14:10:31.476055] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:31.476845] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-10-11T14:10:31.476900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:31.476942] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:31.476969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:31.477033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:31.494141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:31.494751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:31.494835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:31.494871] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:31.527947] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:31.528076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:31.528114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:31.528142] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:31.531382] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-10-11T14:10:31.531693] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-10-11T14:10:31.531849] [INFO ] [sig       ] EVF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:31.676771] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EVF.txt
[2025-10-11T14:10:31.677069] [INFO ] [sig       ] [646/1823] Completed EVF in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:31.677117] [INFO ] [sig       ] [647/1823] Forecasting EVG...
[2025-10-11T14:10:31.677149] [INFO ] [sig       ] Generating forecast for: EVG
[2025-10-11T14:10:31.677182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-10-11T14:10:31.686414] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVG'.
[2025-10-11T14:10:31.686825] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-10-11T14:10:31.712279] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:31.713131] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-10-11T14:10:31.713187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:31.713222] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:31.713253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:31.713312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:31.730810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:31.731668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:31.731802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:31.731842] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:31.768097] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:31.768278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:31.768322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:31.768351] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:31.771928] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-10-11T14:10:31.772205] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-10-11T14:10:31.772345] [INFO ] [sig       ] EVG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:31.921048] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EVG.txt
[2025-10-11T14:10:31.921387] [INFO ] [sig       ] [647/1823] Completed EVG in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:31.921466] [INFO ] [sig       ] [648/1823] Forecasting EVH...
[2025-10-11T14:10:31.921518] [INFO ] [sig       ] Generating forecast for: EVH
[2025-10-11T14:10:31.921569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-10-11T14:10:31.932911] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVH'.
[2025-10-11T14:10:31.933341] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-10-11T14:10:31.964599] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:31.965433] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-10-11T14:10:31.965492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:31.965527] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:31.965555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:31.965613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:31.983103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:31.984018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:31.984109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:31.984163] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:32.021911] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:32.022060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:32.022099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:32.022129] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:32.025535] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-10-11T14:10:32.025841] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-10-11T14:10:32.025985] [INFO ] [sig       ] EVH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:32.167183] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EVH.txt
[2025-10-11T14:10:32.167401] [INFO ] [sig       ] [648/1823] Completed EVH in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:32.167444] [INFO ] [sig       ] [649/1823] Forecasting EVN...
[2025-10-11T14:10:32.167475] [INFO ] [sig       ] Generating forecast for: EVN
[2025-10-11T14:10:32.167507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-10-11T14:10:32.176753] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVN'.
[2025-10-11T14:10:32.177051] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-10-11T14:10:32.201963] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:32.202672] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-10-11T14:10:32.202731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:32.202765] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:32.202793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:32.202849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:32.220169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:32.221092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:32.221187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:32.221221] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:32.258721] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:32.258903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:32.258946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:32.258977] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:32.262486] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-10-11T14:10:32.262802] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-10-11T14:10:32.262945] [INFO ] [sig       ] EVN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:32.402564] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EVN.txt
[2025-10-11T14:10:32.402806] [INFO ] [sig       ] [649/1823] Completed EVN in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:32.402867] [INFO ] [sig       ] [650/1823] Forecasting EVR...
[2025-10-11T14:10:32.402901] [INFO ] [sig       ] Generating forecast for: EVR
[2025-10-11T14:10:32.402934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'.
[2025-10-11T14:10:32.412278] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVR'.
[2025-10-11T14:10:32.412626] [INFO ] [FORECASTER] Starting predict_future for EVR
[2025-10-11T14:10:32.438141] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:32.438913] [DEBUG] [LOCAL     ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt
[2025-10-11T14:10:32.438972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:32.439024] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:32.439054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:32.439111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:32.456212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:32.457135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:32.457225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:32.457259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:32.495841] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:32.496006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:32.496048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:32.496077] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:32.501081] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-10-11T14:10:32.501356] [INFO ] [FORECASTER] Completed predict_future for EVR
[2025-10-11T14:10:32.501497] [INFO ] [sig       ] EVR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:32.640992] [INFO ] [LOCAL     ] Saved forecast: EVR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EVR.txt
[2025-10-11T14:10:32.641224] [INFO ] [sig       ] [650/1823] Completed EVR in 0.2s | 4.09 sym/s | Total: 2.6m | ETA: 4.8m
[2025-10-11T14:10:32.641267] [INFO ] [sig       ] [651/1823] Forecasting EVT...
[2025-10-11T14:10:32.641298] [INFO ] [sig       ] Generating forecast for: EVT
[2025-10-11T14:10:32.641329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'.
[2025-10-11T14:10:32.651120] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVT'.
[2025-10-11T14:10:32.651462] [INFO ] [FORECASTER] Starting predict_future for EVT
[2025-10-11T14:10:32.676385] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:32.677140] [DEBUG] [LOCAL     ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt
[2025-10-11T14:10:32.677195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:32.677228] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:32.677256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:32.677313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:32.694246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:32.694866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:32.694952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:32.694985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:32.737730] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:32.737932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:32.737993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:32.738026] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:32.741608] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: UP (p=65.34%)
[2025-10-11T14:10:32.741930] [INFO ] [FORECASTER] Completed predict_future for EVT
[2025-10-11T14:10:32.742081] [INFO ] [sig       ] EVT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:32.882785] [INFO ] [LOCAL     ] Saved forecast: EVT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EVT.txt
[2025-10-11T14:10:32.883024] [INFO ] [sig       ] [651/1823] Completed EVT in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.8m
[2025-10-11T14:10:32.883069] [INFO ] [sig       ] [652/1823] Forecasting EVTC...
[2025-10-11T14:10:32.883101] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-10-11T14:10:32.883133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-10-11T14:10:32.893024] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVTC'.
[2025-10-11T14:10:32.893379] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-10-11T14:10:32.918490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:32.919211] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-10-11T14:10:32.919266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:32.919299] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:32.919328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:32.919385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:32.936382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:32.937028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:32.937113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:32.937146] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:32.978613] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:32.978791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:32.978839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:32.978868] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:32.982398] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-10-11T14:10:32.982753] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-10-11T14:10:32.982917] [INFO ] [sig       ] EVTC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:33.122811] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EVTC.txt
[2025-10-11T14:10:33.123057] [INFO ] [sig       ] [652/1823] Completed EVTC in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.8m
[2025-10-11T14:10:33.123101] [INFO ] [sig       ] [653/1823] Forecasting EVTL...
[2025-10-11T14:10:33.123133] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-10-11T14:10:33.123166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-10-11T14:10:33.133040] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EVTL'.
[2025-10-11T14:10:33.133317] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-10-11T14:10:33.158245] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:33.159020] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-10-11T14:10:33.159075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:33.159109] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:33.159137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:33.159194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:33.176198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:33.176837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:33.176950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:33.176987] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:33.219909] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:33.220088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:33.220131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:33.220161] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:33.223773] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-10-11T14:10:33.224054] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-10-11T14:10:33.224217] [INFO ] [sig       ] EVTL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:33.366041] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EVTL.txt
[2025-10-11T14:10:33.366313] [INFO ] [sig       ] [653/1823] Completed EVTL in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.8m
[2025-10-11T14:10:33.366406] [INFO ] [sig       ] [654/1823] Forecasting EVTR...
[2025-10-11T14:10:33.366445] [INFO ] [sig       ] Generating forecast for: EVTR
[2025-10-11T14:10:33.366479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTR' from 'https://tdm.silogroup.org/data/derivative_storage/EVTR.csv'.
[2025-10-11T14:10:33.378532] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'EVTR'.
[2025-10-11T14:10:33.379098] [INFO ] [FORECASTER] Starting predict_future for EVTR
[2025-10-11T14:10:33.404523] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:33.405271] [DEBUG] [LOCAL     ] No optimal features file found for EVTR: ./output/feature-sets/EVTR.txt
[2025-10-11T14:10:33.405326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:33.405359] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:33.405387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:33.405445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:33.422264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:33.422851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:33.422932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:33.422965] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:33.465614] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:33.465810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:33.465860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:33.465890] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:33.469424] [DEBUG] [FORECASTER] EVTR: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-10-11T14:10:33.469727] [INFO ] [FORECASTER] Completed predict_future for EVTR
[2025-10-11T14:10:33.469883] [INFO ] [sig       ] EVTR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:33.611488] [INFO ] [LOCAL     ] Saved forecast: EVTR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EVTR.txt
[2025-10-11T14:10:33.611763] [INFO ] [sig       ] [654/1823] Completed EVTR in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.8m
[2025-10-11T14:10:33.611825] [INFO ] [sig       ] [655/1823] Forecasting EW...
[2025-10-11T14:10:33.611858] [INFO ] [sig       ] Generating forecast for: EW
[2025-10-11T14:10:33.611891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'.
[2025-10-11T14:10:33.621565] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EW'.
[2025-10-11T14:10:33.621875] [INFO ] [FORECASTER] Starting predict_future for EW
[2025-10-11T14:10:33.646529] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:33.647266] [DEBUG] [LOCAL     ] No optimal features file found for EW: ./output/feature-sets/EW.txt
[2025-10-11T14:10:33.647320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:33.647353] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:33.647381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:33.647437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:33.664393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:33.664964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:33.665046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:33.665080] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:33.708027] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:33.708151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:33.708188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:33.708217] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:33.711585] [DEBUG] [FORECASTER] EW: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-10-11T14:10:33.712017] [INFO ] [FORECASTER] Completed predict_future for EW
[2025-10-11T14:10:33.712183] [INFO ] [sig       ] EW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:33.851464] [INFO ] [LOCAL     ] Saved forecast: EW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EW.txt
[2025-10-11T14:10:33.851738] [INFO ] [sig       ] [655/1823] Completed EW in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.8m
[2025-10-11T14:10:33.851799] [INFO ] [sig       ] [656/1823] Forecasting EXG...
[2025-10-11T14:10:33.851832] [INFO ] [sig       ] Generating forecast for: EXG
[2025-10-11T14:10:33.851864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-10-11T14:10:33.861631] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXG'.
[2025-10-11T14:10:33.862013] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-10-11T14:10:33.889632] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:33.890631] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-10-11T14:10:33.890712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:33.890753] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:33.890781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:33.890839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:33.908147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:33.909047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:33.909145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:33.909179] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:33.946442] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:33.946671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:33.946738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:33.946771] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:33.950417] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-10-11T14:10:33.950745] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-10-11T14:10:33.950899] [INFO ] [sig       ] EXG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:34.095183] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EXG.txt
[2025-10-11T14:10:34.095509] [INFO ] [sig       ] [656/1823] Completed EXG in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.8m
[2025-10-11T14:10:34.095573] [INFO ] [sig       ] [657/1823] Forecasting EXK...
[2025-10-11T14:10:34.095606] [INFO ] [sig       ] Generating forecast for: EXK
[2025-10-11T14:10:34.095661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-10-11T14:10:34.105063] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXK'.
[2025-10-11T14:10:34.105452] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-10-11T14:10:34.130892] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:34.131726] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-10-11T14:10:34.131782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:34.131857] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:34.131887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:34.131944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:34.148965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:34.149691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:34.149800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:34.149854] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:34.188465] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:34.188664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:34.188728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:34.188761] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:34.192295] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=41.40%)
[2025-10-11T14:10:34.192576] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-10-11T14:10:34.192753] [INFO ] [sig       ] EXK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:34.333740] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EXK.txt
[2025-10-11T14:10:34.333976] [INFO ] [sig       ] [657/1823] Completed EXK in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.8m
[2025-10-11T14:10:34.334029] [INFO ] [sig       ] [658/1823] Forecasting EXP...
[2025-10-11T14:10:34.334068] [INFO ] [sig       ] Generating forecast for: EXP
[2025-10-11T14:10:34.334105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-10-11T14:10:34.343734] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXP'.
[2025-10-11T14:10:34.344011] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-10-11T14:10:34.370370] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:34.371131] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-10-11T14:10:34.371187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:34.371224] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:34.371255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:34.371317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:34.389109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:34.389688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:34.389773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:34.389809] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:34.427401] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:34.427490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:34.427528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:34.427558] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:34.430718] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-10-11T14:10:34.430979] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-10-11T14:10:34.431115] [INFO ] [sig       ] EXP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:34.572702] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/EXP.txt
[2025-10-11T14:10:34.572926] [INFO ] [sig       ] [658/1823] Completed EXP in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:34.572969] [INFO ] [sig       ] [659/1823] Forecasting EXPD...
[2025-10-11T14:10:34.573000] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-10-11T14:10:34.573030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-10-11T14:10:34.583862] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXPD'.
[2025-10-11T14:10:34.584241] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-10-11T14:10:34.609699] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:34.610438] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-10-11T14:10:34.610493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:34.610528] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:34.610555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:34.610611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:34.627397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:34.628012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:34.628099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:34.628133] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:34.668242] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:34.668359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:34.668396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:34.668424] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:34.671731] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-10-11T14:10:34.672000] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-10-11T14:10:34.672149] [INFO ] [sig       ] EXPD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:34.813936] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EXPD.txt
[2025-10-11T14:10:34.814229] [INFO ] [sig       ] [659/1823] Completed EXPD in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:34.814276] [INFO ] [sig       ] [660/1823] Forecasting EXR...
[2025-10-11T14:10:34.814306] [INFO ] [sig       ] Generating forecast for: EXR
[2025-10-11T14:10:34.814338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'.
[2025-10-11T14:10:34.824494] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EXR'.
[2025-10-11T14:10:34.824874] [INFO ] [FORECASTER] Starting predict_future for EXR
[2025-10-11T14:10:34.850053] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:34.850793] [DEBUG] [LOCAL     ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt
[2025-10-11T14:10:34.850848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:34.850881] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:34.850909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:34.851014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:34.867976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:34.868507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:34.868588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:34.868621] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:34.905828] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:34.905922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:34.905958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:34.905986] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:34.909128] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-10-11T14:10:34.909390] [INFO ] [FORECASTER] Completed predict_future for EXR
[2025-10-11T14:10:34.909533] [INFO ] [sig       ] EXR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:35.049419] [INFO ] [LOCAL     ] Saved forecast: EXR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/EXR.txt
[2025-10-11T14:10:35.049683] [INFO ] [sig       ] [660/1823] Completed EXR in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:35.049745] [INFO ] [sig       ] [661/1823] Forecasting F...
[2025-10-11T14:10:35.049781] [INFO ] [sig       ] Generating forecast for: F
[2025-10-11T14:10:35.049815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-10-11T14:10:35.058855] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'F'.
[2025-10-11T14:10:35.059134] [INFO ] [FORECASTER] Starting predict_future for F
[2025-10-11T14:10:35.084148] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:35.084857] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-10-11T14:10:35.084911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:35.084944] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:35.084972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:35.085028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:35.102423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:35.103011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:35.103093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:35.103127] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:35.142736] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:35.142827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:35.142863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:35.142892] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:35.147606] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-10-11T14:10:35.147905] [INFO ] [FORECASTER] Completed predict_future for F
[2025-10-11T14:10:35.148051] [INFO ] [sig       ] F: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:35.294568] [INFO ] [LOCAL     ] Saved forecast: F	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/F.txt
[2025-10-11T14:10:35.294893] [INFO ] [sig       ] [661/1823] Completed F in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:35.294956] [INFO ] [sig       ] [662/1823] Forecasting FAF...
[2025-10-11T14:10:35.294991] [INFO ] [sig       ] Generating forecast for: FAF
[2025-10-11T14:10:35.295024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-10-11T14:10:35.306692] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FAF'.
[2025-10-11T14:10:35.307094] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-10-11T14:10:35.337178] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:35.338043] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-10-11T14:10:35.338120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:35.338184] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:35.338239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:35.338303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:35.359369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:35.360234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:35.360340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:35.360378] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:35.409636] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:35.409863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:35.409922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:35.409955] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:35.413508] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-10-11T14:10:35.413829] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-10-11T14:10:35.413990] [INFO ] [sig       ] FAF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:35.580311] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FAF.txt
[2025-10-11T14:10:35.580595] [INFO ] [sig       ] [662/1823] Completed FAF in 0.3s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:35.580664] [INFO ] [sig       ] [663/1823] Forecasting FBIN...
[2025-10-11T14:10:35.580720] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-10-11T14:10:35.580758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-10-11T14:10:35.589658] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FBIN'.
[2025-10-11T14:10:35.589963] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-10-11T14:10:35.614840] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:35.615579] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-10-11T14:10:35.615632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:35.615703] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:35.615740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:35.615798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:35.632906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:35.633443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:35.633524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:35.633557] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:35.666464] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:35.666565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:35.667003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:35.667077] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:35.673941] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-10-11T14:10:35.674284] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-10-11T14:10:35.674449] [INFO ] [sig       ] FBIN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:35.830669] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FBIN.txt
[2025-10-11T14:10:35.831037] [INFO ] [sig       ] [663/1823] Completed FBIN in 0.3s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:35.831116] [INFO ] [sig       ] [664/1823] Forecasting FBK...
[2025-10-11T14:10:35.831153] [INFO ] [sig       ] Generating forecast for: FBK
[2025-10-11T14:10:35.831187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-10-11T14:10:35.842132] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FBK'.
[2025-10-11T14:10:35.842546] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-10-11T14:10:35.868011] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:35.868744] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-10-11T14:10:35.868799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:35.868848] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:35.868878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:35.868935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:35.885979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:35.886713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:35.886801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:35.886836] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:35.925064] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:35.925164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:35.925201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:35.925230] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:35.928394] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-10-11T14:10:35.928674] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-10-11T14:10:35.928836] [INFO ] [sig       ] FBK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:36.068682] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FBK.txt
[2025-10-11T14:10:36.068922] [INFO ] [sig       ] [664/1823] Completed FBK in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:36.068966] [INFO ] [sig       ] [665/1823] Forecasting FBP...
[2025-10-11T14:10:36.069000] [INFO ] [sig       ] Generating forecast for: FBP
[2025-10-11T14:10:36.069033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-10-11T14:10:36.077796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FBP'.
[2025-10-11T14:10:36.078057] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-10-11T14:10:36.102983] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:36.103746] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-10-11T14:10:36.103802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:36.103836] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:36.103864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:36.103920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:36.121509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:36.122146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:36.122231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:36.122264] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:36.160024] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:36.160105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:36.160140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:36.160168] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:36.163290] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-10-11T14:10:36.163541] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-10-11T14:10:36.163705] [INFO ] [sig       ] FBP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:36.304936] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FBP.txt
[2025-10-11T14:10:36.305167] [INFO ] [sig       ] [665/1823] Completed FBP in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:36.305211] [INFO ] [sig       ] [666/1823] Forecasting FBRT...
[2025-10-11T14:10:36.305241] [INFO ] [sig       ] Generating forecast for: FBRT
[2025-10-11T14:10:36.305273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'.
[2025-10-11T14:10:36.314701] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FBRT'.
[2025-10-11T14:10:36.314987] [INFO ] [FORECASTER] Starting predict_future for FBRT
[2025-10-11T14:10:36.340351] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:36.341071] [DEBUG] [LOCAL     ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt
[2025-10-11T14:10:36.341125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:36.341158] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:36.341186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:36.341243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:36.358044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:36.358570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:36.358670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:36.358724] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:36.400299] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:36.400399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:36.400435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:36.400463] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:36.403670] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-10-11T14:10:36.403936] [INFO ] [FORECASTER] Completed predict_future for FBRT
[2025-10-11T14:10:36.404071] [INFO ] [sig       ] FBRT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:36.546844] [INFO ] [LOCAL     ] Saved forecast: FBRT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FBRT.txt
[2025-10-11T14:10:36.547176] [INFO ] [sig       ] [666/1823] Completed FBRT in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:36.547247] [INFO ] [sig       ] [667/1823] Forecasting FC...
[2025-10-11T14:10:36.547287] [INFO ] [sig       ] Generating forecast for: FC
[2025-10-11T14:10:36.547345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-10-11T14:10:36.556839] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FC'.
[2025-10-11T14:10:36.557117] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-10-11T14:10:36.582394] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:36.583115] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-10-11T14:10:36.583171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:36.583204] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:36.583232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:36.583288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:36.600295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:36.600869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:36.600979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:36.601041] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:36.645387] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:36.645473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:36.645509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:36.645536] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:36.648711] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-10-11T14:10:36.648970] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-10-11T14:10:36.649106] [INFO ] [sig       ] FC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:36.855230] [INFO ] [LOCAL     ] Saved forecast: FC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FC.txt
[2025-10-11T14:10:36.855534] [INFO ] [sig       ] [667/1823] Completed FC in 0.3s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:36.855580] [INFO ] [sig       ] [668/1823] Forecasting FCF...
[2025-10-11T14:10:36.855612] [INFO ] [sig       ] Generating forecast for: FCF
[2025-10-11T14:10:36.855668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-10-11T14:10:36.865404] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCF'.
[2025-10-11T14:10:36.865792] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-10-11T14:10:36.891202] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:36.891988] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-10-11T14:10:36.892046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:36.892082] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:36.892110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:36.892168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:36.909392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:36.910306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:36.910397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:36.910431] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:36.955045] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:36.955230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:36.955275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:36.955305] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:36.959074] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-10-11T14:10:36.959362] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-10-11T14:10:36.959520] [INFO ] [sig       ] FCF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:37.110937] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FCF.txt
[2025-10-11T14:10:37.111299] [INFO ] [sig       ] [668/1823] Completed FCF in 0.3s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:37.111359] [INFO ] [sig       ] [669/1823] Forecasting FCN...
[2025-10-11T14:10:37.111398] [INFO ] [sig       ] Generating forecast for: FCN
[2025-10-11T14:10:37.111439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-10-11T14:10:37.122059] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCN'.
[2025-10-11T14:10:37.122410] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-10-11T14:10:37.147416] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:37.148144] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-10-11T14:10:37.148199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:37.148233] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:37.148260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:37.148317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:37.165574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:37.166136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:37.166215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:37.166249] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:37.204031] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:37.204123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:37.204178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:37.204208] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:37.207315] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-10-11T14:10:37.207568] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-10-11T14:10:37.207741] [INFO ] [sig       ] FCN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:37.347487] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FCN.txt
[2025-10-11T14:10:37.347725] [INFO ] [sig       ] [669/1823] Completed FCN in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:37.347785] [INFO ] [sig       ] [670/1823] Forecasting FCPT...
[2025-10-11T14:10:37.347821] [INFO ] [sig       ] Generating forecast for: FCPT
[2025-10-11T14:10:37.347853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'.
[2025-10-11T14:10:37.356544] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCPT'.
[2025-10-11T14:10:37.356891] [INFO ] [FORECASTER] Starting predict_future for FCPT
[2025-10-11T14:10:37.381767] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:37.382449] [DEBUG] [LOCAL     ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt
[2025-10-11T14:10:37.382503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:37.382536] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:37.382564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:37.382622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:37.399521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:37.400087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:37.400171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:37.400205] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:37.433313] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:37.433398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:37.433434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:37.433462] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:37.436525] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: DOWN (p=26.45%)
[2025-10-11T14:10:37.436834] [INFO ] [FORECASTER] Completed predict_future for FCPT
[2025-10-11T14:10:37.436977] [INFO ] [sig       ] FCPT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:37.580947] [INFO ] [LOCAL     ] Saved forecast: FCPT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FCPT.txt
[2025-10-11T14:10:37.581191] [INFO ] [sig       ] [670/1823] Completed FCPT in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:37.581248] [INFO ] [sig       ] [671/1823] Forecasting FCT...
[2025-10-11T14:10:37.581282] [INFO ] [sig       ] Generating forecast for: FCT
[2025-10-11T14:10:37.581314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'.
[2025-10-11T14:10:37.591104] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCT'.
[2025-10-11T14:10:37.591526] [INFO ] [FORECASTER] Starting predict_future for FCT
[2025-10-11T14:10:37.618550] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:37.619377] [DEBUG] [LOCAL     ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt
[2025-10-11T14:10:37.619433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:37.619467] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:37.619516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:37.619576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:37.637024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:37.638080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:37.638184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:37.638238] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:37.675383] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:37.675570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:37.675613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:37.675669] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:37.679354] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-10-11T14:10:37.679630] [INFO ] [FORECASTER] Completed predict_future for FCT
[2025-10-11T14:10:37.679810] [INFO ] [sig       ] FCT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:37.823529] [INFO ] [LOCAL     ] Saved forecast: FCT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FCT.txt
[2025-10-11T14:10:37.823853] [INFO ] [sig       ] [671/1823] Completed FCT in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:37.823919] [INFO ] [sig       ] [672/1823] Forecasting FCX...
[2025-10-11T14:10:37.823954] [INFO ] [sig       ] Generating forecast for: FCX
[2025-10-11T14:10:37.823990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-10-11T14:10:37.833399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FCX'.
[2025-10-11T14:10:37.833725] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-10-11T14:10:37.860369] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:37.861141] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-10-11T14:10:37.861198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:37.861233] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:37.861261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:37.861336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:37.879519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:37.880164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:37.880248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:37.880283] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:37.919853] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:37.919978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:37.920018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:37.920048] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:37.923502] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-10-11T14:10:37.923824] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-10-11T14:10:37.923971] [INFO ] [sig       ] FCX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:38.072205] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FCX.txt
[2025-10-11T14:10:38.072503] [INFO ] [sig       ] [672/1823] Completed FCX in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:38.072549] [INFO ] [sig       ] [673/1823] Forecasting FDP...
[2025-10-11T14:10:38.072580] [INFO ] [sig       ] Generating forecast for: FDP
[2025-10-11T14:10:38.072613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-10-11T14:10:38.081488] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FDP'.
[2025-10-11T14:10:38.081796] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-10-11T14:10:38.106972] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:38.107684] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-10-11T14:10:38.107742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:38.107775] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:38.107852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:38.107919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:38.124839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:38.125384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:38.125468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:38.125501] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:38.161620] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:38.161758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:38.161802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:38.161831] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:38.165042] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-10-11T14:10:38.165306] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-10-11T14:10:38.165446] [INFO ] [sig       ] FDP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:38.304106] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FDP.txt
[2025-10-11T14:10:38.304325] [INFO ] [sig       ] [673/1823] Completed FDP in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:38.304369] [INFO ] [sig       ] [674/1823] Forecasting FDS...
[2025-10-11T14:10:38.304399] [INFO ] [sig       ] Generating forecast for: FDS
[2025-10-11T14:10:38.304430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-10-11T14:10:38.313266] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FDS'.
[2025-10-11T14:10:38.313575] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-10-11T14:10:38.338736] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:38.339454] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-10-11T14:10:38.339509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:38.339541] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:38.339569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:38.339625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:38.356722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:38.357265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:38.357349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:38.357383] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:38.397019] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:38.397128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:38.397168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:38.397196] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:38.400322] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-10-11T14:10:38.400580] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-10-11T14:10:38.400750] [INFO ] [sig       ] FDS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:38.545447] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FDS.txt
[2025-10-11T14:10:38.545762] [INFO ] [sig       ] [674/1823] Completed FDS in 0.2s | 4.09 sym/s | Total: 2.7m | ETA: 4.7m
[2025-10-11T14:10:38.545826] [INFO ] [sig       ] [675/1823] Forecasting FDX...
[2025-10-11T14:10:38.545861] [INFO ] [sig       ] Generating forecast for: FDX
[2025-10-11T14:10:38.545895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-10-11T14:10:38.556397] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FDX'.
[2025-10-11T14:10:38.556767] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-10-11T14:10:38.582506] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:38.583300] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-10-11T14:10:38.583355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:38.583390] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:38.583418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:38.583476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:38.600538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:38.601222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:38.601320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:38.601374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:38.637709] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:38.637819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:38.637857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:38.637886] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:38.641093] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-10-11T14:10:38.641359] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-10-11T14:10:38.641498] [INFO ] [sig       ] FDX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:38.781336] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FDX.txt
[2025-10-11T14:10:38.781614] [INFO ] [sig       ] [675/1823] Completed FDX in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.7m
[2025-10-11T14:10:38.781691] [INFO ] [sig       ] [676/1823] Forecasting FE...
[2025-10-11T14:10:38.781739] [INFO ] [sig       ] Generating forecast for: FE
[2025-10-11T14:10:38.781773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-10-11T14:10:38.790742] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FE'.
[2025-10-11T14:10:38.791034] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-10-11T14:10:38.815802] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:38.816507] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-10-11T14:10:38.816562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:38.816621] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:38.816702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:38.816769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:38.833604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:38.834181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:38.834267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:38.834300] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:38.868755] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:38.868915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:38.868954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:38.869000] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:38.874064] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-10-11T14:10:38.874336] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-10-11T14:10:38.874475] [INFO ] [sig       ] FE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:39.014617] [INFO ] [LOCAL     ] Saved forecast: FE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FE.txt
[2025-10-11T14:10:39.014866] [INFO ] [sig       ] [676/1823] Completed FE in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.7m
[2025-10-11T14:10:39.014916] [INFO ] [sig       ] [677/1823] Forecasting FERG...
[2025-10-11T14:10:39.014947] [INFO ] [sig       ] Generating forecast for: FERG
[2025-10-11T14:10:39.014979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-10-11T14:10:39.023498] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FERG'.
[2025-10-11T14:10:39.023826] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-10-11T14:10:39.048762] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:39.049478] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-10-11T14:10:39.049532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:39.049566] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:39.049593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:39.049671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:39.066885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:39.067434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:39.067516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:39.067550] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:39.105562] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:39.105698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:39.105775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:39.105807] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:39.109022] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2025-10-11T14:10:39.109287] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-10-11T14:10:39.109421] [INFO ] [sig       ] FERG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:39.250265] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FERG.txt
[2025-10-11T14:10:39.250487] [INFO ] [sig       ] [677/1823] Completed FERG in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.7m
[2025-10-11T14:10:39.250530] [INFO ] [sig       ] [678/1823] Forecasting FET...
[2025-10-11T14:10:39.250561] [INFO ] [sig       ] Generating forecast for: FET
[2025-10-11T14:10:39.250593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'.
[2025-10-11T14:10:39.259151] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FET'.
[2025-10-11T14:10:39.259433] [INFO ] [FORECASTER] Starting predict_future for FET
[2025-10-11T14:10:39.284305] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:39.285041] [DEBUG] [LOCAL     ] No optimal features file found for FET: ./output/feature-sets/FET.txt
[2025-10-11T14:10:39.285095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:39.285128] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:39.285156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:39.285229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:39.302577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:39.303162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:39.303242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:39.303276] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:39.342168] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:39.342290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:39.342331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:39.342360] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:39.345874] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-10-11T14:10:39.346142] [INFO ] [FORECASTER] Completed predict_future for FET
[2025-10-11T14:10:39.346279] [INFO ] [sig       ] FET: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:39.486817] [INFO ] [LOCAL     ] Saved forecast: FET	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FET.txt
[2025-10-11T14:10:39.487061] [INFO ] [sig       ] [678/1823] Completed FET in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.7m
[2025-10-11T14:10:39.487133] [INFO ] [sig       ] [679/1823] Forecasting FF...
[2025-10-11T14:10:39.487175] [INFO ] [sig       ] Generating forecast for: FF
[2025-10-11T14:10:39.487227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-10-11T14:10:39.496051] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FF'.
[2025-10-11T14:10:39.496335] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-10-11T14:10:39.521598] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:39.522353] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-10-11T14:10:39.522409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:39.522443] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:39.522469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:39.522525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:39.539613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:39.540271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:39.540355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:39.540389] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:39.575355] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:39.575472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:39.575509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:39.575538] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:39.578838] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=81.94%)
[2025-10-11T14:10:39.579101] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-10-11T14:10:39.579239] [INFO ] [sig       ] FF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:39.720205] [INFO ] [LOCAL     ] Saved forecast: FF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FF.txt
[2025-10-11T14:10:39.720421] [INFO ] [sig       ] [679/1823] Completed FF in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.7m
[2025-10-11T14:10:39.720463] [INFO ] [sig       ] [680/1823] Forecasting FFA...
[2025-10-11T14:10:39.720494] [INFO ] [sig       ] Generating forecast for: FFA
[2025-10-11T14:10:39.720526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-10-11T14:10:39.728533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FFA'.
[2025-10-11T14:10:39.728851] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-10-11T14:10:39.753705] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:39.754436] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-10-11T14:10:39.754490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:39.754524] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:39.754551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:39.754608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:39.771738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:39.772312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:39.772393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:39.772426] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:39.806155] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:39.806248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:39.806285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:39.806313] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:39.809456] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-10-11T14:10:39.809758] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-10-11T14:10:39.809906] [INFO ] [sig       ] FFA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:39.949910] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FFA.txt
[2025-10-11T14:10:39.950140] [INFO ] [sig       ] [680/1823] Completed FFA in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.7m
[2025-10-11T14:10:39.950182] [INFO ] [sig       ] [681/1823] Forecasting FFC...
[2025-10-11T14:10:39.950211] [INFO ] [sig       ] Generating forecast for: FFC
[2025-10-11T14:10:39.950242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-10-11T14:10:39.960360] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FFC'.
[2025-10-11T14:10:39.960805] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-10-11T14:10:39.986505] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:39.987315] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-10-11T14:10:39.987372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:39.987406] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:39.987435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:39.987493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:40.004991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:40.005739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:40.005833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:40.005867] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:40.042175] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:40.042332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:40.042373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:40.042402] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:40.045753] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-10-11T14:10:40.046029] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-10-11T14:10:40.046181] [INFO ] [sig       ] FFC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:40.193071] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FFC.txt
[2025-10-11T14:10:40.193362] [INFO ] [sig       ] [681/1823] Completed FFC in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.7m
[2025-10-11T14:10:40.193432] [INFO ] [sig       ] [682/1823] Forecasting FFWM...
[2025-10-11T14:10:40.193468] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-10-11T14:10:40.193509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-10-11T14:10:40.202683] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FFWM'.
[2025-10-11T14:10:40.202966] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-10-11T14:10:40.228660] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:40.229501] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-10-11T14:10:40.229558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:40.229604] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:40.229682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:40.229760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:40.246919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:40.247511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:40.247594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:40.247628] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:40.285504] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:40.285587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:40.285625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:40.285688] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:40.288917] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=66.73%)
[2025-10-11T14:10:40.289199] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-10-11T14:10:40.289348] [INFO ] [sig       ] FFWM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:40.431891] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FFWM.txt
[2025-10-11T14:10:40.432133] [INFO ] [sig       ] [682/1823] Completed FFWM in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:40.432179] [INFO ] [sig       ] [683/1823] Forecasting FG...
[2025-10-11T14:10:40.432209] [INFO ] [sig       ] Generating forecast for: FG
[2025-10-11T14:10:40.432242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-10-11T14:10:40.442232] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'FG'.
[2025-10-11T14:10:40.442614] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-10-11T14:10:40.468146] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:40.468938] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-10-11T14:10:40.468995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:40.469029] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:40.469058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:40.469116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:40.485974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:40.486535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:40.486671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:40.486725] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:40.521964] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:40.522085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:40.522124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:40.522172] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:40.525389] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2025-10-11T14:10:40.525683] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-10-11T14:10:40.525847] [INFO ] [sig       ] FG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:40.666408] [INFO ] [LOCAL     ] Saved forecast: FG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FG.txt
[2025-10-11T14:10:40.666705] [INFO ] [sig       ] [683/1823] Completed FG in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:40.666766] [INFO ] [sig       ] [684/1823] Forecasting FGN...
[2025-10-11T14:10:40.666799] [INFO ] [sig       ] Generating forecast for: FGN
[2025-10-11T14:10:40.666831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGN' from 'https://tdm.silogroup.org/data/derivative_storage/FGN.csv'.
[2025-10-11T14:10:40.676250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FGN'.
[2025-10-11T14:10:40.676567] [INFO ] [FORECASTER] Starting predict_future for FGN
[2025-10-11T14:10:40.701761] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:40.702490] [DEBUG] [LOCAL     ] No optimal features file found for FGN: ./output/feature-sets/FGN.txt
[2025-10-11T14:10:40.702544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:40.702577] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:40.702605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:40.702682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:40.719917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:40.720585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:40.720693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:40.720746] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:40.761785] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:40.761918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:40.761957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:40.761985] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:40.765312] [DEBUG] [FORECASTER] FGN: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-10-11T14:10:40.765586] [INFO ] [FORECASTER] Completed predict_future for FGN
[2025-10-11T14:10:40.765762] [INFO ] [sig       ] FGN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:40.906335] [INFO ] [LOCAL     ] Saved forecast: FGN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FGN.txt
[2025-10-11T14:10:40.906578] [INFO ] [sig       ] [684/1823] Completed FGN in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:40.906676] [INFO ] [sig       ] [685/1823] Forecasting FHI...
[2025-10-11T14:10:40.906727] [INFO ] [sig       ] Generating forecast for: FHI
[2025-10-11T14:10:40.906763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-10-11T14:10:40.916526] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FHI'.
[2025-10-11T14:10:40.916927] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-10-11T14:10:40.943514] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:40.944274] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-10-11T14:10:40.944332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:40.944368] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:40.944399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:40.944460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:40.962983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:40.963594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:40.963707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:40.963756] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:41.001607] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:41.001751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:41.001799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:41.001830] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:41.005105] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-10-11T14:10:41.005368] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-10-11T14:10:41.005505] [INFO ] [sig       ] FHI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:41.146061] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FHI.txt
[2025-10-11T14:10:41.146308] [INFO ] [sig       ] [685/1823] Completed FHI in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:41.146351] [INFO ] [sig       ] [686/1823] Forecasting FHN...
[2025-10-11T14:10:41.146381] [INFO ] [sig       ] Generating forecast for: FHN
[2025-10-11T14:10:41.146413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-10-11T14:10:41.155913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FHN'.
[2025-10-11T14:10:41.156208] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-10-11T14:10:41.181326] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:41.182045] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-10-11T14:10:41.182100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:41.182182] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:41.182220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:41.182279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:41.199534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:41.200126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:41.200210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:41.200243] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:41.234209] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:41.234299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:41.234335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:41.234363] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:41.237475] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=48.29%)
[2025-10-11T14:10:41.237778] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-10-11T14:10:41.237915] [INFO ] [sig       ] FHN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:41.382245] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FHN.txt
[2025-10-11T14:10:41.382523] [INFO ] [sig       ] [686/1823] Completed FHN in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:41.382585] [INFO ] [sig       ] [687/1823] Forecasting FI...
[2025-10-11T14:10:41.382619] [INFO ] [sig       ] Generating forecast for: FI
[2025-10-11T14:10:41.382678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FI' from 'https://tdm.silogroup.org/data/derivative_storage/FI.csv'.
[2025-10-11T14:10:41.392396] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FI'.
[2025-10-11T14:10:41.392706] [INFO ] [FORECASTER] Starting predict_future for FI
[2025-10-11T14:10:41.418005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:41.418737] [DEBUG] [LOCAL     ] No optimal features file found for FI: ./output/feature-sets/FI.txt
[2025-10-11T14:10:41.418792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:41.418825] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:41.418852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:41.418909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:41.435770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:41.436326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:41.436411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:41.436444] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:41.468411] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:41.468498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:41.468533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:41.468561] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:41.471638] [DEBUG] [FORECASTER] FI: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-10-11T14:10:41.471919] [INFO ] [FORECASTER] Completed predict_future for FI
[2025-10-11T14:10:41.472055] [INFO ] [sig       ] FI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:41.611131] [INFO ] [LOCAL     ] Saved forecast: FI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FI.txt
[2025-10-11T14:10:41.611361] [INFO ] [sig       ] [687/1823] Completed FI in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:41.611403] [INFO ] [sig       ] [688/1823] Forecasting FICO...
[2025-10-11T14:10:41.611435] [INFO ] [sig       ] Generating forecast for: FICO
[2025-10-11T14:10:41.611467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-10-11T14:10:41.620277] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FICO'.
[2025-10-11T14:10:41.620579] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-10-11T14:10:41.645291] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:41.646007] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-10-11T14:10:41.646061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:41.646094] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:41.646122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:41.646185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:41.663236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:41.663816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:41.663899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:41.663933] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:41.697412] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:41.697526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:41.697570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:41.697600] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:41.700766] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-10-11T14:10:41.701028] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-10-11T14:10:41.701164] [INFO ] [sig       ] FICO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:41.840929] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FICO.txt
[2025-10-11T14:10:41.841197] [INFO ] [sig       ] [688/1823] Completed FICO in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:41.841243] [INFO ] [sig       ] [689/1823] Forecasting FIGS...
[2025-10-11T14:10:41.841305] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-10-11T14:10:41.841360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-10-11T14:10:41.850108] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FIGS'.
[2025-10-11T14:10:41.850378] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-10-11T14:10:41.875195] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:41.875936] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-10-11T14:10:41.875990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:41.876023] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:41.876051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:41.876114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:41.893451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:41.894033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:41.894117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:41.894150] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:41.927572] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:41.927698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:41.927749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:41.927779] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:41.930885] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-10-11T14:10:41.931143] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-10-11T14:10:41.931275] [INFO ] [sig       ] FIGS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:42.069997] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FIGS.txt
[2025-10-11T14:10:42.070205] [INFO ] [sig       ] [689/1823] Completed FIGS in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:42.070249] [INFO ] [sig       ] [690/1823] Forecasting FIHL...
[2025-10-11T14:10:42.070280] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-10-11T14:10:42.070312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-10-11T14:10:42.079166] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FIHL'.
[2025-10-11T14:10:42.079449] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-10-11T14:10:42.104343] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:42.105098] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-10-11T14:10:42.105153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:42.105187] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:42.105216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:42.105273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:42.122408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:42.123089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:42.123173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:42.123207] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:42.161677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:42.161854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:42.161924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:42.161977] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:42.165873] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-10-11T14:10:42.166176] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-10-11T14:10:42.166348] [INFO ] [sig       ] FIHL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:42.306462] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FIHL.txt
[2025-10-11T14:10:42.306802] [INFO ] [sig       ] [690/1823] Completed FIHL in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:42.306884] [INFO ] [sig       ] [691/1823] Forecasting FINS...
[2025-10-11T14:10:42.306947] [INFO ] [sig       ] Generating forecast for: FINS
[2025-10-11T14:10:42.307006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-10-11T14:10:42.317114] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FINS'.
[2025-10-11T14:10:42.317446] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-10-11T14:10:42.342803] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:42.343517] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-10-11T14:10:42.343571] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:42.343605] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:42.343633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:42.343738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:42.360746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:42.361357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:42.361457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:42.361510] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:42.392589] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:42.392723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:42.392771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:42.392801] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:42.396033] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-10-11T14:10:42.396295] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-10-11T14:10:42.396430] [INFO ] [sig       ] FINS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:42.536873] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FINS.txt
[2025-10-11T14:10:42.537116] [INFO ] [sig       ] [691/1823] Completed FINS in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:42.537161] [INFO ] [sig       ] [692/1823] Forecasting FINV...
[2025-10-11T14:10:42.537193] [INFO ] [sig       ] Generating forecast for: FINV
[2025-10-11T14:10:42.537227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'.
[2025-10-11T14:10:42.546020] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FINV'.
[2025-10-11T14:10:42.546290] [INFO ] [FORECASTER] Starting predict_future for FINV
[2025-10-11T14:10:42.571321] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:42.572042] [DEBUG] [LOCAL     ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt
[2025-10-11T14:10:42.572103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:42.572137] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:42.572165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:42.572223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:42.589818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:42.590690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:42.590778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:42.590813] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:42.629125] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:42.629276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:42.629319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:42.629349] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:42.632885] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: DOWN (p=26.60%)
[2025-10-11T14:10:42.633191] [INFO ] [FORECASTER] Completed predict_future for FINV
[2025-10-11T14:10:42.633327] [INFO ] [sig       ] FINV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:42.774719] [INFO ] [LOCAL     ] Saved forecast: FINV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FINV.txt
[2025-10-11T14:10:42.774945] [INFO ] [sig       ] [692/1823] Completed FINV in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:42.774988] [INFO ] [sig       ] [693/1823] Forecasting FIS...
[2025-10-11T14:10:42.775019] [INFO ] [sig       ] Generating forecast for: FIS
[2025-10-11T14:10:42.775052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-10-11T14:10:42.783450] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FIS'.
[2025-10-11T14:10:42.783761] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-10-11T14:10:42.808713] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:42.809432] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-10-11T14:10:42.809486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:42.809520] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:42.809547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:42.809604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:42.826552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:42.827150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:42.827231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:42.827264] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:42.857598] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:42.857726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:42.857773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:42.857804] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:42.861103] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=45.66%)
[2025-10-11T14:10:42.861504] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-10-11T14:10:42.861678] [INFO ] [sig       ] FIS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:43.013064] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FIS.txt
[2025-10-11T14:10:43.013426] [INFO ] [sig       ] [693/1823] Completed FIS in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:43.013490] [INFO ] [sig       ] [694/1823] Forecasting FIX...
[2025-10-11T14:10:43.013526] [INFO ] [sig       ] Generating forecast for: FIX
[2025-10-11T14:10:43.013559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-10-11T14:10:43.023132] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FIX'.
[2025-10-11T14:10:43.023445] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-10-11T14:10:43.049831] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:43.050575] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-10-11T14:10:43.050636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:43.050713] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:43.050748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:43.050818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:43.068227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:43.068848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:43.068946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:43.069002] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:43.099467] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:43.099604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:43.099665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:43.099721] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:43.105438] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2025-10-11T14:10:43.105835] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-10-11T14:10:43.105995] [INFO ] [sig       ] FIX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:43.248917] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FIX.txt
[2025-10-11T14:10:43.249135] [INFO ] [sig       ] [694/1823] Completed FIX in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:43.249178] [INFO ] [sig       ] [695/1823] Forecasting FLC...
[2025-10-11T14:10:43.249208] [INFO ] [sig       ] Generating forecast for: FLC
[2025-10-11T14:10:43.249242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'.
[2025-10-11T14:10:43.257853] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLC'.
[2025-10-11T14:10:43.258125] [INFO ] [FORECASTER] Starting predict_future for FLC
[2025-10-11T14:10:43.283038] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:43.283779] [DEBUG] [LOCAL     ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt
[2025-10-11T14:10:43.283833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:43.283866] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:43.283893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:43.283949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:43.301855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:43.302466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:43.302569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:43.302624] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:43.333150] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:43.333255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:43.333291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:43.333320] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:43.336532] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: UP (p=50.04%)
[2025-10-11T14:10:43.336864] [INFO ] [FORECASTER] Completed predict_future for FLC
[2025-10-11T14:10:43.337004] [INFO ] [sig       ] FLC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:43.479501] [INFO ] [LOCAL     ] Saved forecast: FLC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FLC.txt
[2025-10-11T14:10:43.479767] [INFO ] [sig       ] [695/1823] Completed FLC in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:43.479830] [INFO ] [sig       ] [696/1823] Forecasting FLG...
[2025-10-11T14:10:43.479916] [INFO ] [sig       ] Generating forecast for: FLG
[2025-10-11T14:10:43.479959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLG' from 'https://tdm.silogroup.org/data/derivative_storage/FLG.csv'.
[2025-10-11T14:10:43.488798] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLG'.
[2025-10-11T14:10:43.489080] [INFO ] [FORECASTER] Starting predict_future for FLG
[2025-10-11T14:10:43.514777] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:43.515711] [DEBUG] [LOCAL     ] No optimal features file found for FLG: ./output/feature-sets/FLG.txt
[2025-10-11T14:10:43.515787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:43.515858] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:43.515908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:43.515996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:43.537465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:43.538361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:43.538450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:43.538486] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:43.571705] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:43.571843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:43.571885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:43.571915] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:43.575405] [DEBUG] [FORECASTER] FLG: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-10-11T14:10:43.575714] [INFO ] [FORECASTER] Completed predict_future for FLG
[2025-10-11T14:10:43.575862] [INFO ] [sig       ] FLG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:43.720496] [INFO ] [LOCAL     ] Saved forecast: FLG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FLG.txt
[2025-10-11T14:10:43.720729] [INFO ] [sig       ] [696/1823] Completed FLG in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:43.720790] [INFO ] [sig       ] [697/1823] Forecasting FLNG...
[2025-10-11T14:10:43.720824] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-10-11T14:10:43.720856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-10-11T14:10:43.729389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLNG'.
[2025-10-11T14:10:43.729733] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-10-11T14:10:43.755407] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:43.756142] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-10-11T14:10:43.756202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:43.756237] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:43.756266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:43.756325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:43.777798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:43.778633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:43.778741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:43.778780] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:43.810617] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:43.810739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:43.810797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:43.810829] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:43.814040] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=40.66%)
[2025-10-11T14:10:43.814336] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-10-11T14:10:43.814469] [INFO ] [sig       ] FLNG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:43.959103] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FLNG.txt
[2025-10-11T14:10:43.959332] [INFO ] [sig       ] [697/1823] Completed FLNG in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:43.959375] [INFO ] [sig       ] [698/1823] Forecasting FLO...
[2025-10-11T14:10:43.959405] [INFO ] [sig       ] Generating forecast for: FLO
[2025-10-11T14:10:43.959437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-10-11T14:10:43.968372] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLO'.
[2025-10-11T14:10:43.968679] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-10-11T14:10:43.994158] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:43.995081] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-10-11T14:10:43.995144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:43.995186] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:43.995222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:43.995301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:44.014927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:44.015567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:44.015673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:44.015728] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:44.050693] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:44.050782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:44.050818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:44.050846] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:44.053874] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-10-11T14:10:44.054128] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-10-11T14:10:44.054262] [INFO ] [sig       ] FLO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:44.198757] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FLO.txt
[2025-10-11T14:10:44.198973] [INFO ] [sig       ] [698/1823] Completed FLO in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:44.199016] [INFO ] [sig       ] [699/1823] Forecasting FLR...
[2025-10-11T14:10:44.199047] [INFO ] [sig       ] Generating forecast for: FLR
[2025-10-11T14:10:44.199079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'.
[2025-10-11T14:10:44.208113] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLR'.
[2025-10-11T14:10:44.208436] [INFO ] [FORECASTER] Starting predict_future for FLR
[2025-10-11T14:10:44.233314] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:44.234100] [DEBUG] [LOCAL     ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt
[2025-10-11T14:10:44.234156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:44.234191] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:44.234219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:44.234278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:44.251166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:44.251748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:44.251849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:44.251885] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:44.285061] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:44.285166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:44.285203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:44.285231] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:44.288405] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-10-11T14:10:44.288826] [INFO ] [FORECASTER] Completed predict_future for FLR
[2025-10-11T14:10:44.288971] [INFO ] [sig       ] FLR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:44.428451] [INFO ] [LOCAL     ] Saved forecast: FLR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FLR.txt
[2025-10-11T14:10:44.428683] [INFO ] [sig       ] [699/1823] Completed FLR in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:44.428745] [INFO ] [sig       ] [700/1823] Forecasting FLS...
[2025-10-11T14:10:44.428778] [INFO ] [sig       ] Generating forecast for: FLS
[2025-10-11T14:10:44.428811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-10-11T14:10:44.437482] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLS'.
[2025-10-11T14:10:44.437776] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-10-11T14:10:44.462771] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:44.463473] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-10-11T14:10:44.463527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:44.463561] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:44.463589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:44.463667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:44.480569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:44.481149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:44.481232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:44.481266] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:44.514400] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:44.514516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:44.514554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:44.514582] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:44.517837] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-10-11T14:10:44.518096] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-10-11T14:10:44.518247] [INFO ] [sig       ] FLS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:44.664342] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FLS.txt
[2025-10-11T14:10:44.664583] [INFO ] [sig       ] [700/1823] Completed FLS in 0.2s | 4.09 sym/s | Total: 2.8m | ETA: 4.6m
[2025-10-11T14:10:44.664627] [INFO ] [sig       ] [701/1823] Forecasting FLUT...
[2025-10-11T14:10:44.664693] [INFO ] [sig       ] Generating forecast for: FLUT
[2025-10-11T14:10:44.664739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUT' from 'https://tdm.silogroup.org/data/derivative_storage/FLUT.csv'.
[2025-10-11T14:10:44.674118] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLUT'.
[2025-10-11T14:10:44.674392] [INFO ] [FORECASTER] Starting predict_future for FLUT
[2025-10-11T14:10:44.699806] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:44.700537] [DEBUG] [LOCAL     ] No optimal features file found for FLUT: ./output/feature-sets/FLUT.txt
[2025-10-11T14:10:44.700607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:44.700664] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:44.700717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:44.700783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:44.718019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:44.718635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:44.718742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:44.718778] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:44.753002] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:44.753098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:44.753134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:44.753163] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:44.756331] [DEBUG] [FORECASTER] FLUT: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-10-11T14:10:44.756607] [INFO ] [FORECASTER] Completed predict_future for FLUT
[2025-10-11T14:10:44.756781] [INFO ] [sig       ] FLUT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:44.897390] [INFO ] [LOCAL     ] Saved forecast: FLUT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FLUT.txt
[2025-10-11T14:10:44.897623] [INFO ] [sig       ] [701/1823] Completed FLUT in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.6m
[2025-10-11T14:10:44.897698] [INFO ] [sig       ] [702/1823] Forecasting FLXR...
[2025-10-11T14:10:44.897741] [INFO ] [sig       ] Generating forecast for: FLXR
[2025-10-11T14:10:44.897776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXR' from 'https://tdm.silogroup.org/data/derivative_storage/FLXR.csv'.
[2025-10-11T14:10:44.907252] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FLXR'.
[2025-10-11T14:10:44.907609] [INFO ] [FORECASTER] Starting predict_future for FLXR
[2025-10-11T14:10:44.933075] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:44.933847] [DEBUG] [LOCAL     ] No optimal features file found for FLXR: ./output/feature-sets/FLXR.txt
[2025-10-11T14:10:44.933902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:44.933937] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:44.933969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:44.934030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:44.951304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:44.951916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:44.952003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:44.952036] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:44.988449] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:44.988548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:44.988584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:44.988613] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:44.991792] [DEBUG] [FORECASTER] FLXR: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-10-11T14:10:44.992057] [INFO ] [FORECASTER] Completed predict_future for FLXR
[2025-10-11T14:10:44.992193] [INFO ] [sig       ] FLXR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:45.132796] [INFO ] [LOCAL     ] Saved forecast: FLXR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FLXR.txt
[2025-10-11T14:10:45.133060] [INFO ] [sig       ] [702/1823] Completed FLXR in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.6m
[2025-10-11T14:10:45.133107] [INFO ] [sig       ] [703/1823] Forecasting FMC...
[2025-10-11T14:10:45.133145] [INFO ] [sig       ] Generating forecast for: FMC
[2025-10-11T14:10:45.133185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-10-11T14:10:45.142618] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FMC'.
[2025-10-11T14:10:45.142977] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-10-11T14:10:45.168162] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:45.168916] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-10-11T14:10:45.168971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:45.169005] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:45.169033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:45.169094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:45.186208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:45.186837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:45.186919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:45.186952] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:45.225156] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:45.225299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:45.225339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:45.225368] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:45.228790] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2025-10-11T14:10:45.229057] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-10-11T14:10:45.229193] [INFO ] [sig       ] FMC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:45.371502] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FMC.txt
[2025-10-11T14:10:45.371745] [INFO ] [sig       ] [703/1823] Completed FMC in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.6m
[2025-10-11T14:10:45.371806] [INFO ] [sig       ] [704/1823] Forecasting FMN...
[2025-10-11T14:10:45.371840] [INFO ] [sig       ] Generating forecast for: FMN
[2025-10-11T14:10:45.371873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-10-11T14:10:45.381359] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FMN'.
[2025-10-11T14:10:45.381692] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-10-11T14:10:45.411639] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:45.412505] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-10-11T14:10:45.412565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:45.412601] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:45.412631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:45.412727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:45.429906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:45.430759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:45.430852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:45.430888] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:45.467889] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:45.468070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:45.468115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:45.468147] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:45.471781] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-10-11T14:10:45.472119] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-10-11T14:10:45.472269] [INFO ] [sig       ] FMN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:45.613734] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FMN.txt
[2025-10-11T14:10:45.614037] [INFO ] [sig       ] [704/1823] Completed FMN in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.6m
[2025-10-11T14:10:45.614101] [INFO ] [sig       ] [705/1823] Forecasting FMS...
[2025-10-11T14:10:45.614134] [INFO ] [sig       ] Generating forecast for: FMS
[2025-10-11T14:10:45.614169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-10-11T14:10:45.625288] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FMS'.
[2025-10-11T14:10:45.625694] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-10-11T14:10:45.651037] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:45.651831] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-10-11T14:10:45.651885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:45.651920] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:45.651947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:45.652004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:45.669258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:45.669997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:45.670082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:45.670117] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:45.713322] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:45.713503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:45.713546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:45.714038] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:45.718578] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2025-10-11T14:10:45.718896] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-10-11T14:10:45.719053] [INFO ] [sig       ] FMS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:45.860156] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FMS.txt
[2025-10-11T14:10:45.860416] [INFO ] [sig       ] [705/1823] Completed FMS in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:45.860463] [INFO ] [sig       ] [706/1823] Forecasting FMX...
[2025-10-11T14:10:45.860494] [INFO ] [sig       ] Generating forecast for: FMX
[2025-10-11T14:10:45.860527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-10-11T14:10:45.869893] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FMX'.
[2025-10-11T14:10:45.870276] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-10-11T14:10:45.895520] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:45.896330] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-10-11T14:10:45.896384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:45.896418] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:45.896445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:45.896504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:45.913580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:45.914324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:45.914433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:45.914468] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:45.950711] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:45.950859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:45.950898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:45.950927] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:45.954358] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-10-11T14:10:45.954627] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-10-11T14:10:45.954803] [INFO ] [sig       ] FMX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:46.093528] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FMX.txt
[2025-10-11T14:10:46.093755] [INFO ] [sig       ] [706/1823] Completed FMX in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:46.093816] [INFO ] [sig       ] [707/1823] Forecasting FMY...
[2025-10-11T14:10:46.093849] [INFO ] [sig       ] Generating forecast for: FMY
[2025-10-11T14:10:46.093881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMY' from 'https://tdm.silogroup.org/data/derivative_storage/FMY.csv'.
[2025-10-11T14:10:46.102827] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'FMY'.
[2025-10-11T14:10:46.103132] [INFO ] [FORECASTER] Starting predict_future for FMY
[2025-10-11T14:10:46.128213] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:46.128940] [DEBUG] [LOCAL     ] No optimal features file found for FMY: ./output/feature-sets/FMY.txt
[2025-10-11T14:10:46.128994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:46.129028] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:46.129056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:46.129112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:46.146067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:46.146632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:46.146743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:46.146780] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:46.182304] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:46.182390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:46.182426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:46.182454] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:46.185512] [DEBUG] [FORECASTER] FMY: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-10-11T14:10:46.185811] [INFO ] [FORECASTER] Completed predict_future for FMY
[2025-10-11T14:10:46.185948] [INFO ] [sig       ] FMY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:46.336316] [INFO ] [LOCAL     ] Saved forecast: FMY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FMY.txt
[2025-10-11T14:10:46.336676] [INFO ] [sig       ] [707/1823] Completed FMY in 0.2s | 4.10 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:46.336933] [INFO ] [sig       ] [708/1823] Forecasting FN...
[2025-10-11T14:10:46.336968] [INFO ] [sig       ] Generating forecast for: FN
[2025-10-11T14:10:46.337001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-10-11T14:10:46.349179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FN'.
[2025-10-11T14:10:46.349808] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-10-11T14:10:46.377072] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:46.378229] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-10-11T14:10:46.378322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:46.378369] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:46.378406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:46.378485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:46.401401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:46.402665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:46.402784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:46.402842] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:46.457621] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:46.457860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:46.457932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:46.457986] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:46.463549] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2025-10-11T14:10:46.464012] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-10-11T14:10:46.464194] [INFO ] [sig       ] FN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:46.667777] [INFO ] [LOCAL     ] Saved forecast: FN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FN.txt
[2025-10-11T14:10:46.668179] [INFO ] [sig       ] [708/1823] Completed FN in 0.3s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:46.668321] [INFO ] [sig       ] [709/1823] Forecasting FNB...
[2025-10-11T14:10:46.668380] [INFO ] [sig       ] Generating forecast for: FNB
[2025-10-11T14:10:46.668437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-10-11T14:10:46.681258] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FNB'.
[2025-10-11T14:10:46.681813] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-10-11T14:10:46.720330] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:46.721542] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-10-11T14:10:46.721622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:46.721702] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:46.721750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:46.721827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:46.744310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:46.745493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:46.745612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:46.745694] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:46.799638] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:46.799869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:46.799921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:46.799956] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:46.804614] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=73.35%)
[2025-10-11T14:10:46.805099] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-10-11T14:10:46.805298] [INFO ] [sig       ] FNB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:46.996720] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FNB.txt
[2025-10-11T14:10:46.997090] [INFO ] [sig       ] [709/1823] Completed FNB in 0.3s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:46.997161] [INFO ] [sig       ] [710/1823] Forecasting FND...
[2025-10-11T14:10:46.997203] [INFO ] [sig       ] Generating forecast for: FND
[2025-10-11T14:10:46.997259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-10-11T14:10:47.008313] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FND'.
[2025-10-11T14:10:47.008941] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-10-11T14:10:47.050671] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:47.051686] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-10-11T14:10:47.051749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:47.051785] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:47.051813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:47.051870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:47.073431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:47.074484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:47.074579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:47.074617] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:47.114031] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:47.114232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:47.114298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:47.114333] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:47.118510] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-10-11T14:10:47.119003] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-10-11T14:10:47.119190] [INFO ] [sig       ] FND: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:47.288807] [INFO ] [LOCAL     ] Saved forecast: FND	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FND.txt
[2025-10-11T14:10:47.289076] [INFO ] [sig       ] [710/1823] Completed FND in 0.3s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:47.289122] [INFO ] [sig       ] [711/1823] Forecasting FNF...
[2025-10-11T14:10:47.289153] [INFO ] [sig       ] Generating forecast for: FNF
[2025-10-11T14:10:47.289185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-10-11T14:10:47.298820] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FNF'.
[2025-10-11T14:10:47.299229] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-10-11T14:10:47.325147] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:47.325991] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-10-11T14:10:47.326048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:47.326084] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:47.326115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:47.326175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:47.343409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:47.344440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:47.344528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:47.344563] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:47.377920] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:47.378014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:47.378053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:47.378083] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:47.381333] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-10-11T14:10:47.381603] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-10-11T14:10:47.381810] [INFO ] [sig       ] FNF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:47.522782] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FNF.txt
[2025-10-11T14:10:47.522987] [INFO ] [sig       ] [711/1823] Completed FNF in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:47.523031] [INFO ] [sig       ] [712/1823] Forecasting FNV...
[2025-10-11T14:10:47.523062] [INFO ] [sig       ] Generating forecast for: FNV
[2025-10-11T14:10:47.523095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'.
[2025-10-11T14:10:47.531850] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FNV'.
[2025-10-11T14:10:47.532131] [INFO ] [FORECASTER] Starting predict_future for FNV
[2025-10-11T14:10:47.557141] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:47.557905] [DEBUG] [LOCAL     ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt
[2025-10-11T14:10:47.557960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:47.557995] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:47.558023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:47.558080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:47.575080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:47.575615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:47.575720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:47.575763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:47.612530] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:47.612668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:47.612727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:47.612760] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:47.615955] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: UP (p=83.31%)
[2025-10-11T14:10:47.616215] [INFO ] [FORECASTER] Completed predict_future for FNV
[2025-10-11T14:10:47.616349] [INFO ] [sig       ] FNV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:47.757984] [INFO ] [LOCAL     ] Saved forecast: FNV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FNV.txt
[2025-10-11T14:10:47.758206] [INFO ] [sig       ] [712/1823] Completed FNV in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:47.758249] [INFO ] [sig       ] [713/1823] Forecasting FOA...
[2025-10-11T14:10:47.758280] [INFO ] [sig       ] Generating forecast for: FOA
[2025-10-11T14:10:47.758313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-10-11T14:10:47.768622] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FOA'.
[2025-10-11T14:10:47.768908] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-10-11T14:10:47.795023] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:47.795863] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-10-11T14:10:47.795919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:47.795955] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:47.795984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:47.796045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:47.813669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:47.814378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:47.814465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:47.814521] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:47.848126] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:47.848241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:47.848280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:47.848310] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:47.851536] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=10.85%)
[2025-10-11T14:10:47.851836] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-10-11T14:10:47.851975] [INFO ] [sig       ] FOA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:47.994037] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FOA.txt
[2025-10-11T14:10:47.994257] [INFO ] [sig       ] [713/1823] Completed FOA in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:47.994301] [INFO ] [sig       ] [714/1823] Forecasting FOF...
[2025-10-11T14:10:47.994332] [INFO ] [sig       ] Generating forecast for: FOF
[2025-10-11T14:10:47.994364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-10-11T14:10:48.003266] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FOF'.
[2025-10-11T14:10:48.003626] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-10-11T14:10:48.033945] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:48.034861] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-10-11T14:10:48.034918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:48.034955] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:48.034984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:48.035043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:48.056956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:48.057671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:48.057764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:48.057799] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:48.090869] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:48.091008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:48.091080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:48.091149] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:48.095232] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-10-11T14:10:48.095561] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-10-11T14:10:48.095778] [INFO ] [sig       ] FOF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:48.239492] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FOF.txt
[2025-10-11T14:10:48.239753] [INFO ] [sig       ] [714/1823] Completed FOF in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:48.239815] [INFO ] [sig       ] [715/1823] Forecasting FOR...
[2025-10-11T14:10:48.239849] [INFO ] [sig       ] Generating forecast for: FOR
[2025-10-11T14:10:48.239882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'.
[2025-10-11T14:10:48.248792] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FOR'.
[2025-10-11T14:10:48.249047] [INFO ] [FORECASTER] Starting predict_future for FOR
[2025-10-11T14:10:48.273983] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:48.274706] [DEBUG] [LOCAL     ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt
[2025-10-11T14:10:48.274762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:48.274809] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:48.274840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:48.274944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:48.291870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:48.292395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:48.292474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:48.292507] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:48.329590] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:48.329702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:48.329750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:48.329779] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:48.332865] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-10-11T14:10:48.333118] [INFO ] [FORECASTER] Completed predict_future for FOR
[2025-10-11T14:10:48.333249] [INFO ] [sig       ] FOR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:48.472575] [INFO ] [LOCAL     ] Saved forecast: FOR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FOR.txt
[2025-10-11T14:10:48.472789] [INFO ] [sig       ] [715/1823] Completed FOR in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:48.472871] [INFO ] [sig       ] [716/1823] Forecasting FOUR...
[2025-10-11T14:10:48.472925] [INFO ] [sig       ] Generating forecast for: FOUR
[2025-10-11T14:10:48.472962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'.
[2025-10-11T14:10:48.481638] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FOUR'.
[2025-10-11T14:10:48.481924] [INFO ] [FORECASTER] Starting predict_future for FOUR
[2025-10-11T14:10:48.506615] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:48.507332] [DEBUG] [LOCAL     ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt
[2025-10-11T14:10:48.507386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:48.507419] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:48.507448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:48.507505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:48.524403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:48.524971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:48.525051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:48.525084] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:48.563357] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:48.563438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:48.563473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:48.563501] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:48.566575] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: UP (p=94.71%)
[2025-10-11T14:10:48.566874] [INFO ] [FORECASTER] Completed predict_future for FOUR
[2025-10-11T14:10:48.567023] [INFO ] [sig       ] FOUR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:48.706953] [INFO ] [LOCAL     ] Saved forecast: FOUR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FOUR.txt
[2025-10-11T14:10:48.707219] [INFO ] [sig       ] [716/1823] Completed FOUR in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:48.707266] [INFO ] [sig       ] [717/1823] Forecasting FPF...
[2025-10-11T14:10:48.707296] [INFO ] [sig       ] Generating forecast for: FPF
[2025-10-11T14:10:48.707329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-10-11T14:10:48.716790] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FPF'.
[2025-10-11T14:10:48.717124] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-10-11T14:10:48.742522] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:48.743365] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-10-11T14:10:48.743422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:48.743458] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:48.743486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:48.743544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:48.760889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:48.761713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:48.761805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:48.761839] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:48.797831] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:48.798005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:48.798048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:48.798078] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:48.801572] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2025-10-11T14:10:48.801871] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-10-11T14:10:48.802014] [INFO ] [sig       ] FPF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:48.942365] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FPF.txt
[2025-10-11T14:10:48.942588] [INFO ] [sig       ] [717/1823] Completed FPF in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:48.942631] [INFO ] [sig       ] [718/1823] Forecasting FPH...
[2025-10-11T14:10:48.942699] [INFO ] [sig       ] Generating forecast for: FPH
[2025-10-11T14:10:48.942743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-10-11T14:10:48.952155] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FPH'.
[2025-10-11T14:10:48.952408] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-10-11T14:10:48.977173] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:48.977875] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-10-11T14:10:48.977929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:48.977961] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:48.977989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:48.978045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:48.995029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:48.995896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:48.995983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:48.996017] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:49.038087] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:49.038267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:49.038768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:49.038808] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:49.042670] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-10-11T14:10:49.042949] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-10-11T14:10:49.043105] [INFO ] [sig       ] FPH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:49.183453] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FPH.txt
[2025-10-11T14:10:49.183666] [INFO ] [sig       ] [718/1823] Completed FPH in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:49.183727] [INFO ] [sig       ] [719/1823] Forecasting FPI...
[2025-10-11T14:10:49.183761] [INFO ] [sig       ] Generating forecast for: FPI
[2025-10-11T14:10:49.183793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-10-11T14:10:49.197032] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FPI'.
[2025-10-11T14:10:49.197329] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-10-11T14:10:49.222546] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:49.223250] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-10-11T14:10:49.223304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:49.223337] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:49.223364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:49.223421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:49.240392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:49.240989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:49.241069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:49.241110] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:49.277465] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:49.277547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:49.277582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:49.277609] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:49.280810] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-10-11T14:10:49.281071] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-10-11T14:10:49.281206] [INFO ] [sig       ] FPI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:49.421176] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FPI.txt
[2025-10-11T14:10:49.421437] [INFO ] [sig       ] [719/1823] Completed FPI in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:49.421481] [INFO ] [sig       ] [720/1823] Forecasting FR...
[2025-10-11T14:10:49.421514] [INFO ] [sig       ] Generating forecast for: FR
[2025-10-11T14:10:49.421546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'.
[2025-10-11T14:10:49.430912] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FR'.
[2025-10-11T14:10:49.431217] [INFO ] [FORECASTER] Starting predict_future for FR
[2025-10-11T14:10:49.456144] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:49.456896] [DEBUG] [LOCAL     ] No optimal features file found for FR: ./output/feature-sets/FR.txt
[2025-10-11T14:10:49.456951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:49.456986] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:49.457015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:49.457073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:49.474241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:49.474803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:49.474882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:49.474916] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:49.514296] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:49.514396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:49.514432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:49.514462] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:49.517665] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: DOWN (p=45.09%)
[2025-10-11T14:10:49.517930] [INFO ] [FORECASTER] Completed predict_future for FR
[2025-10-11T14:10:49.518068] [INFO ] [sig       ] FR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:49.659195] [INFO ] [LOCAL     ] Saved forecast: FR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FR.txt
[2025-10-11T14:10:49.659411] [INFO ] [sig       ] [720/1823] Completed FR in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:49.659454] [INFO ] [sig       ] [721/1823] Forecasting FRA...
[2025-10-11T14:10:49.659485] [INFO ] [sig       ] Generating forecast for: FRA
[2025-10-11T14:10:49.659516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-10-11T14:10:49.669277] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FRA'.
[2025-10-11T14:10:49.669539] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-10-11T14:10:49.694744] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:49.695421] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-10-11T14:10:49.695474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:49.695507] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:49.695536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:49.695597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:49.712966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:49.713515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:49.713592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:49.713625] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:49.751177] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:49.751359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:49.751404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:49.751434] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:49.755156] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-10-11T14:10:49.755474] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-10-11T14:10:49.755626] [INFO ] [sig       ] FRA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:49.897246] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FRA.txt
[2025-10-11T14:10:49.897524] [INFO ] [sig       ] [721/1823] Completed FRA in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:49.897572] [INFO ] [sig       ] [722/1823] Forecasting FRGE...
[2025-10-11T14:10:49.897604] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-10-11T14:10:49.897636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-10-11T14:10:49.907928] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FRGE'.
[2025-10-11T14:10:49.908270] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-10-11T14:10:49.934546] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:49.935327] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-10-11T14:10:49.935397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:49.935454] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:49.935484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:49.935542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:49.954223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:49.954852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:49.954934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:49.954969] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:49.990123] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:49.990233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:49.990271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:49.990300] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:49.993549] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=79.03%)
[2025-10-11T14:10:49.993866] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-10-11T14:10:49.994010] [INFO ] [sig       ] FRGE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:50.166168] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FRGE.txt
[2025-10-11T14:10:50.166507] [INFO ] [sig       ] [722/1823] Completed FRGE in 0.3s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:50.166593] [INFO ] [sig       ] [723/1823] Forecasting FRO...
[2025-10-11T14:10:50.166684] [INFO ] [sig       ] Generating forecast for: FRO
[2025-10-11T14:10:50.166755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-10-11T14:10:50.177592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FRO'.
[2025-10-11T14:10:50.178007] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-10-11T14:10:50.208111] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:50.208833] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-10-11T14:10:50.208889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:50.208922] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:50.208950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:50.209006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:50.227291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:50.227908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:50.227996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:50.228030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:50.265829] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:50.265957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:50.266001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:50.266031] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:50.269687] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-10-11T14:10:50.269969] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-10-11T14:10:50.270108] [INFO ] [sig       ] FRO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:50.430765] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FRO.txt
[2025-10-11T14:10:50.431105] [INFO ] [sig       ] [723/1823] Completed FRO in 0.3s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:50.431172] [INFO ] [sig       ] [724/1823] Forecasting FRT...
[2025-10-11T14:10:50.431219] [INFO ] [sig       ] Generating forecast for: FRT
[2025-10-11T14:10:50.431266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'.
[2025-10-11T14:10:50.440314] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FRT'.
[2025-10-11T14:10:50.440637] [INFO ] [FORECASTER] Starting predict_future for FRT
[2025-10-11T14:10:50.466393] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:50.467171] [DEBUG] [LOCAL     ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt
[2025-10-11T14:10:50.467226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:50.467259] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:50.467287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:50.467345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:50.484446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:50.485030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:50.485111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:50.485144] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:50.524271] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:50.524395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:50.524433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:50.524462] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:50.527863] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: DOWN (p=20.89%)
[2025-10-11T14:10:50.528158] [INFO ] [FORECASTER] Completed predict_future for FRT
[2025-10-11T14:10:50.528294] [INFO ] [sig       ] FRT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:50.670619] [INFO ] [LOCAL     ] Saved forecast: FRT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FRT.txt
[2025-10-11T14:10:50.670873] [INFO ] [sig       ] [724/1823] Completed FRT in 0.2s | 4.09 sym/s | Total: 2.9m | ETA: 4.5m
[2025-10-11T14:10:50.670920] [INFO ] [sig       ] [725/1823] Forecasting FSCO...
[2025-10-11T14:10:50.670952] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-10-11T14:10:50.670985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-10-11T14:10:50.679272] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSCO'.
[2025-10-11T14:10:50.679575] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-10-11T14:10:50.705115] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:50.705920] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-10-11T14:10:50.705975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:50.706011] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:50.706040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:50.706098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:50.723153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:50.723802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:50.723887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:50.723921] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:50.748940] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:50.749028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:50.749064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:50.749092] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:50.752129] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-10-11T14:10:50.752412] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-10-11T14:10:50.752554] [INFO ] [sig       ] FSCO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:50.893817] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FSCO.txt
[2025-10-11T14:10:50.894141] [INFO ] [sig       ] [725/1823] Completed FSCO in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.5m
[2025-10-11T14:10:50.894190] [INFO ] [sig       ] [726/1823] Forecasting FSK...
[2025-10-11T14:10:50.894221] [INFO ] [sig       ] Generating forecast for: FSK
[2025-10-11T14:10:50.894254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-10-11T14:10:50.904158] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSK'.
[2025-10-11T14:10:50.904539] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-10-11T14:10:50.930098] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:50.930867] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-10-11T14:10:50.930923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:50.930957] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:50.930985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:50.931042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:50.948429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:50.949055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:50.949142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:50.949176] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:50.985103] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:50.985257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:50.985299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:50.985329] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:50.988890] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-10-11T14:10:50.989164] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-10-11T14:10:50.989310] [INFO ] [sig       ] FSK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:51.133710] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FSK.txt
[2025-10-11T14:10:51.133978] [INFO ] [sig       ] [726/1823] Completed FSK in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.5m
[2025-10-11T14:10:51.134023] [INFO ] [sig       ] [727/1823] Forecasting FSLY...
[2025-10-11T14:10:51.134054] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-10-11T14:10:51.134088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-10-11T14:10:51.143087] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSLY'.
[2025-10-11T14:10:51.143407] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-10-11T14:10:51.169246] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:51.170070] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-10-11T14:10:51.170125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:51.170158] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:51.170187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:51.170246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:51.187454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:51.188101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:51.188186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:51.188220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:51.225152] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:51.225306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:51.225349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:51.225380] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:51.228862] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-10-11T14:10:51.229136] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-10-11T14:10:51.229275] [INFO ] [sig       ] FSLY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:51.374020] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FSLY.txt
[2025-10-11T14:10:51.374293] [INFO ] [sig       ] [727/1823] Completed FSLY in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.5m
[2025-10-11T14:10:51.374342] [INFO ] [sig       ] [728/1823] Forecasting FSM...
[2025-10-11T14:10:51.374382] [INFO ] [sig       ] Generating forecast for: FSM
[2025-10-11T14:10:51.374422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-10-11T14:10:51.383340] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSM'.
[2025-10-11T14:10:51.383691] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-10-11T14:10:51.409043] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:51.409761] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-10-11T14:10:51.409823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:51.409857] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:51.409934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:51.410001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:51.427089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:51.427620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:51.427726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:51.427767] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:51.465732] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:51.465880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:51.465939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:51.465989] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:51.469695] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-10-11T14:10:51.469959] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-10-11T14:10:51.470096] [INFO ] [sig       ] FSM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:51.613361] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FSM.txt
[2025-10-11T14:10:51.613580] [INFO ] [sig       ] [728/1823] Completed FSM in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.5m
[2025-10-11T14:10:51.613624] [INFO ] [sig       ] [729/1823] Forecasting FSS...
[2025-10-11T14:10:51.613691] [INFO ] [sig       ] Generating forecast for: FSS
[2025-10-11T14:10:51.613739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-10-11T14:10:51.623120] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FSS'.
[2025-10-11T14:10:51.623408] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-10-11T14:10:51.649145] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:51.649908] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-10-11T14:10:51.649963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:51.650013] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:51.650045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:51.650105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:51.668185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:51.668777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:51.668860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:51.668895] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:51.706046] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:51.706188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:51.706238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:51.706271] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:51.709790] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-10-11T14:10:51.710063] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-10-11T14:10:51.710206] [INFO ] [sig       ] FSS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:51.853265] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FSS.txt
[2025-10-11T14:10:51.853477] [INFO ] [sig       ] [729/1823] Completed FSS in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.5m
[2025-10-11T14:10:51.853521] [INFO ] [sig       ] [730/1823] Forecasting FT...
[2025-10-11T14:10:51.853552] [INFO ] [sig       ] Generating forecast for: FT
[2025-10-11T14:10:51.853585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'.
[2025-10-11T14:10:51.862683] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FT'.
[2025-10-11T14:10:51.862953] [INFO ] [FORECASTER] Starting predict_future for FT
[2025-10-11T14:10:51.888336] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:51.889136] [DEBUG] [LOCAL     ] No optimal features file found for FT: ./output/feature-sets/FT.txt
[2025-10-11T14:10:51.889192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:51.889228] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:51.889256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:51.889314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:51.906451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:51.907089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:51.907175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:51.907209] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:51.940366] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:51.940490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:51.940532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:51.940562] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:51.943952] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: UP (p=53.31%)
[2025-10-11T14:10:51.944227] [INFO ] [FORECASTER] Completed predict_future for FT
[2025-10-11T14:10:51.944402] [INFO ] [sig       ] FT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:52.087517] [INFO ] [LOCAL     ] Saved forecast: FT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FT.txt
[2025-10-11T14:10:52.087774] [INFO ] [sig       ] [730/1823] Completed FT in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.5m
[2025-10-11T14:10:52.087835] [INFO ] [sig       ] [731/1823] Forecasting FTHY...
[2025-10-11T14:10:52.087872] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-10-11T14:10:52.087904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-10-11T14:10:52.096764] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTHY'.
[2025-10-11T14:10:52.097070] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-10-11T14:10:52.122992] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:52.123784] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-10-11T14:10:52.123839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:52.123874] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:52.123903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:52.123962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:52.141895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:52.142445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:52.142529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:52.142564] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:52.177250] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:52.177456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:52.177507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:52.177543] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:52.182427] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-10-11T14:10:52.182771] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-10-11T14:10:52.182937] [INFO ] [sig       ] FTHY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:52.326870] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FTHY.txt
[2025-10-11T14:10:52.327122] [INFO ] [sig       ] [731/1823] Completed FTHY in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:52.327166] [INFO ] [sig       ] [732/1823] Forecasting FTI...
[2025-10-11T14:10:52.327197] [INFO ] [sig       ] Generating forecast for: FTI
[2025-10-11T14:10:52.327230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-10-11T14:10:52.335977] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTI'.
[2025-10-11T14:10:52.336248] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-10-11T14:10:52.361579] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:52.362364] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-10-11T14:10:52.362418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:52.362451] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:52.362479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:52.362535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:52.380827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:52.381381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:52.381478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:52.381521] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:52.417203] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:52.417356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:52.417400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:52.417432] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:52.421023] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-10-11T14:10:52.421296] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-10-11T14:10:52.421439] [INFO ] [sig       ] FTI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:52.574911] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FTI.txt
[2025-10-11T14:10:52.575200] [INFO ] [sig       ] [732/1823] Completed FTI in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:52.575261] [INFO ] [sig       ] [733/1823] Forecasting FTK...
[2025-10-11T14:10:52.575296] [INFO ] [sig       ] Generating forecast for: FTK
[2025-10-11T14:10:52.575355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-10-11T14:10:52.585029] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTK'.
[2025-10-11T14:10:52.585331] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-10-11T14:10:52.611258] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:52.612132] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-10-11T14:10:52.612189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:52.612225] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:52.612256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:52.612317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:52.630098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:52.630762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:52.630848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:52.630884] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:52.665183] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:52.665285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:52.665323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:52.665358] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:52.668757] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-10-11T14:10:52.669020] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-10-11T14:10:52.669156] [INFO ] [sig       ] FTK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:52.812034] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FTK.txt
[2025-10-11T14:10:52.812256] [INFO ] [sig       ] [733/1823] Completed FTK in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:52.812300] [INFO ] [sig       ] [734/1823] Forecasting FTS...
[2025-10-11T14:10:52.812332] [INFO ] [sig       ] Generating forecast for: FTS
[2025-10-11T14:10:52.812365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-10-11T14:10:52.821032] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTS'.
[2025-10-11T14:10:52.821315] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-10-11T14:10:52.846173] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:52.847000] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-10-11T14:10:52.847056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:52.847091] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:52.847122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:52.847184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:52.864235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:52.864816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:52.864896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:52.864932] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:52.900917] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:52.901046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:52.901106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:52.901138] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:52.904505] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=32.35%)
[2025-10-11T14:10:52.904812] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-10-11T14:10:52.904951] [INFO ] [sig       ] FTS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:53.048174] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FTS.txt
[2025-10-11T14:10:53.048406] [INFO ] [sig       ] [734/1823] Completed FTS in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:53.048458] [INFO ] [sig       ] [735/1823] Forecasting FTV...
[2025-10-11T14:10:53.048495] [INFO ] [sig       ] Generating forecast for: FTV
[2025-10-11T14:10:53.048534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'.
[2025-10-11T14:10:53.057584] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FTV'.
[2025-10-11T14:10:53.057872] [INFO ] [FORECASTER] Starting predict_future for FTV
[2025-10-11T14:10:53.083310] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:53.084118] [DEBUG] [LOCAL     ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt
[2025-10-11T14:10:53.084174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:53.084208] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:53.084238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:53.084298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:53.102700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:53.103280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:53.103360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:53.103395] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:53.137681] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:53.137801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:53.137839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:53.137869] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:53.141068] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-10-11T14:10:53.141331] [INFO ] [FORECASTER] Completed predict_future for FTV
[2025-10-11T14:10:53.141464] [INFO ] [sig       ] FTV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:53.287048] [INFO ] [LOCAL     ] Saved forecast: FTV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FTV.txt
[2025-10-11T14:10:53.287294] [INFO ] [sig       ] [735/1823] Completed FTV in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:53.287342] [INFO ] [sig       ] [736/1823] Forecasting FTWO...
[2025-10-11T14:10:53.287382] [INFO ] [sig       ] Generating forecast for: FTWO
[2025-10-11T14:10:53.287423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTWO' from 'https://tdm.silogroup.org/data/derivative_storage/FTWO.csv'.
[2025-10-11T14:10:53.296422] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'FTWO'.
[2025-10-11T14:10:53.296771] [INFO ] [FORECASTER] Starting predict_future for FTWO
[2025-10-11T14:10:53.322842] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:53.323574] [DEBUG] [LOCAL     ] No optimal features file found for FTWO: ./output/feature-sets/FTWO.txt
[2025-10-11T14:10:53.323635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:53.323711] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:53.323764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:53.323825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:53.341736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:53.342280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:53.342363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:53.342399] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:53.376729] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:53.376836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:53.376874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:53.376905] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:53.380389] [DEBUG] [FORECASTER] FTWO: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2025-10-11T14:10:53.380690] [INFO ] [FORECASTER] Completed predict_future for FTWO
[2025-10-11T14:10:53.380847] [INFO ] [sig       ] FTWO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:53.530526] [INFO ] [LOCAL     ] Saved forecast: FTWO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FTWO.txt
[2025-10-11T14:10:53.530812] [INFO ] [sig       ] [736/1823] Completed FTWO in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:53.530878] [INFO ] [sig       ] [737/1823] Forecasting FUBO...
[2025-10-11T14:10:53.530912] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-10-11T14:10:53.530946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-10-11T14:10:53.540340] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FUBO'.
[2025-10-11T14:10:53.540667] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-10-11T14:10:53.566223] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:53.567078] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-10-11T14:10:53.567135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:53.567171] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:53.567200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:53.567259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:53.585556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:53.586160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:53.586242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:53.586278] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:53.620736] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:53.620906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:53.620951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:53.620980] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:53.624591] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-10-11T14:10:53.624910] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-10-11T14:10:53.625056] [INFO ] [sig       ] FUBO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:53.766094] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FUBO.txt
[2025-10-11T14:10:53.766358] [INFO ] [sig       ] [737/1823] Completed FUBO in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:53.766404] [INFO ] [sig       ] [738/1823] Forecasting FUL...
[2025-10-11T14:10:53.766436] [INFO ] [sig       ] Generating forecast for: FUL
[2025-10-11T14:10:53.766494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-10-11T14:10:53.776229] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FUL'.
[2025-10-11T14:10:53.776687] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-10-11T14:10:53.802200] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:53.802992] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-10-11T14:10:53.803048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:53.803084] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:53.803115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:53.803176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:53.821300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:53.821902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:53.821988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:53.822030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:53.856049] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:53.856174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:53.856214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:53.856244] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:53.859692] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-10-11T14:10:53.859968] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-10-11T14:10:53.860105] [INFO ] [sig       ] FUL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:54.004024] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FUL.txt
[2025-10-11T14:10:54.004252] [INFO ] [sig       ] [738/1823] Completed FUL in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:54.004296] [INFO ] [sig       ] [739/1823] Forecasting FUN...
[2025-10-11T14:10:54.004326] [INFO ] [sig       ] Generating forecast for: FUN
[2025-10-11T14:10:54.004359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-10-11T14:10:54.013151] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FUN'.
[2025-10-11T14:10:54.013415] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-10-11T14:10:54.038503] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:54.039259] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-10-11T14:10:54.039316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:54.039353] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:54.039383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:54.039444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:54.057376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:54.057968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:54.058052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:54.058087] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:54.090343] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:54.090455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:54.090498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:54.090530] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:54.093959] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-10-11T14:10:54.094229] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-10-11T14:10:54.094361] [INFO ] [sig       ] FUN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:54.236716] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FUN.txt
[2025-10-11T14:10:54.236941] [INFO ] [sig       ] [739/1823] Completed FUN in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:54.236987] [INFO ] [sig       ] [740/1823] Forecasting FVR...
[2025-10-11T14:10:54.237019] [INFO ] [sig       ] Generating forecast for: FVR
[2025-10-11T14:10:54.237052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVR' from 'https://tdm.silogroup.org/data/derivative_storage/FVR.csv'.
[2025-10-11T14:10:54.245733] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FVR'.
[2025-10-11T14:10:54.246012] [INFO ] [FORECASTER] Starting predict_future for FVR
[2025-10-11T14:10:54.271332] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:54.272081] [DEBUG] [LOCAL     ] No optimal features file found for FVR: ./output/feature-sets/FVR.txt
[2025-10-11T14:10:54.272136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:54.272169] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:54.272199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:54.272261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:54.290249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:54.290915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:54.290998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:54.291031] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:54.322995] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:54.323094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:54.323131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:54.323160] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:54.326248] [DEBUG] [FORECASTER] FVR: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-10-11T14:10:54.326508] [INFO ] [FORECASTER] Completed predict_future for FVR
[2025-10-11T14:10:54.326691] [INFO ] [sig       ] FVR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:54.471893] [INFO ] [LOCAL     ] Saved forecast: FVR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FVR.txt
[2025-10-11T14:10:54.472136] [INFO ] [sig       ] [740/1823] Completed FVR in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:54.472187] [INFO ] [sig       ] [741/1823] Forecasting FVRR...
[2025-10-11T14:10:54.472220] [INFO ] [sig       ] Generating forecast for: FVRR
[2025-10-11T14:10:54.472254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'.
[2025-10-11T14:10:54.481483] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FVRR'.
[2025-10-11T14:10:54.481814] [INFO ] [FORECASTER] Starting predict_future for FVRR
[2025-10-11T14:10:54.507492] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:54.508340] [DEBUG] [LOCAL     ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt
[2025-10-11T14:10:54.508398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:54.508492] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:54.508532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:54.508592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:54.525877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:54.526509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:54.526669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:54.526724] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:54.560559] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:54.560719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:54.560811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:54.560861] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:54.564186] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-10-11T14:10:54.564456] [INFO ] [FORECASTER] Completed predict_future for FVRR
[2025-10-11T14:10:54.564590] [INFO ] [sig       ] FVRR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:54.704934] [INFO ] [LOCAL     ] Saved forecast: FVRR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/FVRR.txt
[2025-10-11T14:10:54.705169] [INFO ] [sig       ] [741/1823] Completed FVRR in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:54.705212] [INFO ] [sig       ] [742/1823] Forecasting FXED...
[2025-10-11T14:10:54.705244] [INFO ] [sig       ] Generating forecast for: FXED
[2025-10-11T14:10:54.705276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FXED' from 'https://tdm.silogroup.org/data/derivative_storage/FXED.csv'.
[2025-10-11T14:10:54.714307] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'FXED'.
[2025-10-11T14:10:54.714660] [INFO ] [FORECASTER] Starting predict_future for FXED
[2025-10-11T14:10:54.739999] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:54.740776] [DEBUG] [LOCAL     ] No optimal features file found for FXED: ./output/feature-sets/FXED.txt
[2025-10-11T14:10:54.740831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:54.740865] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:54.740893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:54.740950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:54.757756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:54.758346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:54.758431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:54.758464] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:54.794931] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:54.795077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:54.795120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:54.795150] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:54.798763] [DEBUG] [FORECASTER] FXED: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-10-11T14:10:54.799051] [INFO ] [FORECASTER] Completed predict_future for FXED
[2025-10-11T14:10:54.799191] [INFO ] [sig       ] FXED: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:54.943266] [INFO ] [LOCAL     ] Saved forecast: FXED	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/FXED.txt
[2025-10-11T14:10:54.943515] [INFO ] [sig       ] [742/1823] Completed FXED in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:54.943567] [INFO ] [sig       ] [743/1823] Forecasting G...
[2025-10-11T14:10:54.943605] [INFO ] [sig       ] Generating forecast for: G
[2025-10-11T14:10:54.943638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-10-11T14:10:54.952775] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'G'.
[2025-10-11T14:10:54.953096] [INFO ] [FORECASTER] Starting predict_future for G
[2025-10-11T14:10:54.978308] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:54.979106] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-10-11T14:10:54.979163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:54.979199] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:54.979230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:54.979309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:54.996940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:54.997715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:54.997804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:54.997840] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:55.033824] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:55.033963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:55.034001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:55.034030] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:55.037411] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=77.14%)
[2025-10-11T14:10:55.037760] [INFO ] [FORECASTER] Completed predict_future for G
[2025-10-11T14:10:55.037904] [INFO ] [sig       ] G: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:55.180137] [INFO ] [LOCAL     ] Saved forecast: G	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/G.txt
[2025-10-11T14:10:55.180418] [INFO ] [sig       ] [743/1823] Completed G in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:55.180465] [INFO ] [sig       ] [744/1823] Forecasting GAB...
[2025-10-11T14:10:55.180497] [INFO ] [sig       ] Generating forecast for: GAB
[2025-10-11T14:10:55.180532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-10-11T14:10:55.189358] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GAB'.
[2025-10-11T14:10:55.189718] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-10-11T14:10:55.214783] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:55.215497] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-10-11T14:10:55.215550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:55.215583] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:55.215610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:55.215687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:55.236507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:55.237895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:55.237994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:55.238048] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:55.273822] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:55.273985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:55.274041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:55.274073] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:55.277609] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=12.70%)
[2025-10-11T14:10:55.277908] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-10-11T14:10:55.278046] [INFO ] [sig       ] GAB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:55.421523] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GAB.txt
[2025-10-11T14:10:55.421794] [INFO ] [sig       ] [744/1823] Completed GAB in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:55.421855] [INFO ] [sig       ] [745/1823] Forecasting GAM...
[2025-10-11T14:10:55.421889] [INFO ] [sig       ] Generating forecast for: GAM
[2025-10-11T14:10:55.421922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-10-11T14:10:55.430080] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GAM'.
[2025-10-11T14:10:55.430360] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-10-11T14:10:55.455538] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:55.456341] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-10-11T14:10:55.456397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:55.456431] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:55.456461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:55.456520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:55.474021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:55.474593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:55.474702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:55.474752] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:55.508881] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:55.509020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:55.509061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:55.509093] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:55.512528] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-10-11T14:10:55.512842] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-10-11T14:10:55.512985] [INFO ] [sig       ] GAM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:55.658194] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GAM.txt
[2025-10-11T14:10:55.658479] [INFO ] [sig       ] [745/1823] Completed GAM in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:55.658527] [INFO ] [sig       ] [746/1823] Forecasting GAP...
[2025-10-11T14:10:55.658560] [INFO ] [sig       ] Generating forecast for: GAP
[2025-10-11T14:10:55.658595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAP' from 'https://tdm.silogroup.org/data/derivative_storage/GAP.csv'.
[2025-10-11T14:10:55.668034] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GAP'.
[2025-10-11T14:10:55.668450] [INFO ] [FORECASTER] Starting predict_future for GAP
[2025-10-11T14:10:55.696377] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:55.697327] [DEBUG] [LOCAL     ] No optimal features file found for GAP: ./output/feature-sets/GAP.txt
[2025-10-11T14:10:55.697411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:55.697484] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:55.697534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:55.697596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:55.718988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:55.719886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:55.719979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:55.720015] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:55.757754] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:55.757931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:55.757977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:55.758009] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:55.761985] [DEBUG] [FORECASTER] GAP: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-10-11T14:10:55.762268] [INFO ] [FORECASTER] Completed predict_future for GAP
[2025-10-11T14:10:55.762409] [INFO ] [sig       ] GAP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:55.933147] [INFO ] [LOCAL     ] Saved forecast: GAP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GAP.txt
[2025-10-11T14:10:55.933387] [INFO ] [sig       ] [746/1823] Completed GAP in 0.3s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:55.933463] [INFO ] [sig       ] [747/1823] Forecasting GATX...
[2025-10-11T14:10:55.933503] [INFO ] [sig       ] Generating forecast for: GATX
[2025-10-11T14:10:55.933538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-10-11T14:10:55.942822] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GATX'.
[2025-10-11T14:10:55.943150] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-10-11T14:10:55.971160] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:55.972063] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-10-11T14:10:55.972122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:55.972157] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:55.972186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:55.972246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:55.992894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:55.993905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:55.993998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:55.994036] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:56.035680] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:56.035865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:56.035911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:56.035943] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:56.041246] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=33.34%)
[2025-10-11T14:10:56.041727] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-10-11T14:10:56.041954] [INFO ] [sig       ] GATX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:56.209968] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GATX.txt
[2025-10-11T14:10:56.210247] [INFO ] [sig       ] [747/1823] Completed GATX in 0.3s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:56.210295] [INFO ] [sig       ] [748/1823] Forecasting GBAB...
[2025-10-11T14:10:56.210328] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-10-11T14:10:56.210364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-10-11T14:10:56.219768] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GBAB'.
[2025-10-11T14:10:56.220205] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-10-11T14:10:56.247380] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:56.248351] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-10-11T14:10:56.248418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:56.248454] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:56.248485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:56.248550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:56.267110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:56.268045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:56.268134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:56.268169] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:56.302145] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:56.302220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:56.302257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:56.302304] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:56.305302] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-10-11T14:10:56.305557] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-10-11T14:10:56.305717] [INFO ] [sig       ] GBAB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:56.446225] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GBAB.txt
[2025-10-11T14:10:56.446430] [INFO ] [sig       ] [748/1823] Completed GBAB in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:56.446472] [INFO ] [sig       ] [749/1823] Forecasting GBCI...
[2025-10-11T14:10:56.446502] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-10-11T14:10:56.446532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-10-11T14:10:56.455362] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GBCI'.
[2025-10-11T14:10:56.455632] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-10-11T14:10:56.480455] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:56.481203] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-10-11T14:10:56.481257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:56.481290] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:56.481317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:56.481374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:56.498262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:56.498824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:56.498906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:56.498939] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:56.531986] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:56.532062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:56.532098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:56.532125] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:56.535115] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=80.54%)
[2025-10-11T14:10:56.535362] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-10-11T14:10:56.535493] [INFO ] [sig       ] GBCI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:56.674397] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GBCI.txt
[2025-10-11T14:10:56.674583] [INFO ] [sig       ] [749/1823] Completed GBCI in 0.2s | 4.09 sym/s | Total: 3.0m | ETA: 4.4m
[2025-10-11T14:10:56.674626] [INFO ] [sig       ] [750/1823] Forecasting GBTG...
[2025-10-11T14:10:56.674692] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-10-11T14:10:56.674738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-10-11T14:10:56.682945] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GBTG'.
[2025-10-11T14:10:56.683205] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-10-11T14:10:56.708054] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:56.708757] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-10-11T14:10:56.708813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:56.708846] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:56.708874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:56.708945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:56.725717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:56.726244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:56.726325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:56.726358] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:56.759305] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:56.759381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:56.759416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:56.759444] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:56.762438] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=39.44%)
[2025-10-11T14:10:56.762714] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-10-11T14:10:56.762853] [INFO ] [sig       ] GBTG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:56.902028] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GBTG.txt
[2025-10-11T14:10:56.902205] [INFO ] [sig       ] [750/1823] Completed GBTG in 0.2s | 4.09 sym/s | Total: 3.1m | ETA: 4.4m
[2025-10-11T14:10:56.902247] [INFO ] [sig       ] [751/1823] Forecasting GBX...
[2025-10-11T14:10:56.902277] [INFO ] [sig       ] Generating forecast for: GBX
[2025-10-11T14:10:56.902356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-10-11T14:10:56.910345] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GBX'.
[2025-10-11T14:10:56.910611] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-10-11T14:10:56.935285] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:56.935988] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-10-11T14:10:56.936042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:56.936074] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:56.936102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:56.936159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:56.953007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:56.953528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:56.953606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:56.953639] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:56.985280] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:56.985357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:56.985392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:56.985420] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:56.988494] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-10-11T14:10:56.988819] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-10-11T14:10:56.988953] [INFO ] [sig       ] GBX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:57.127421] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GBX.txt
[2025-10-11T14:10:57.127629] [INFO ] [sig       ] [751/1823] Completed GBX in 0.2s | 4.09 sym/s | Total: 3.1m | ETA: 4.4m
[2025-10-11T14:10:57.127710] [INFO ] [sig       ] [752/1823] Forecasting GCI...
[2025-10-11T14:10:57.127748] [INFO ] [sig       ] Generating forecast for: GCI
[2025-10-11T14:10:57.127779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCI' from 'https://tdm.silogroup.org/data/derivative_storage/GCI.csv'.
[2025-10-11T14:10:57.136103] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GCI'.
[2025-10-11T14:10:57.136366] [INFO ] [FORECASTER] Starting predict_future for GCI
[2025-10-11T14:10:57.161144] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:57.161849] [DEBUG] [LOCAL     ] No optimal features file found for GCI: ./output/feature-sets/GCI.txt
[2025-10-11T14:10:57.161902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:57.161935] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:57.161962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:57.162019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:57.178991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:57.179510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:57.179589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:57.179622] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:57.211255] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:57.211331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:57.211366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:57.211394] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:57.214403] [DEBUG] [FORECASTER] GCI: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-10-11T14:10:57.214673] [INFO ] [FORECASTER] Completed predict_future for GCI
[2025-10-11T14:10:57.214820] [INFO ] [sig       ] GCI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:57.353782] [INFO ] [LOCAL     ] Saved forecast: GCI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GCI.txt
[2025-10-11T14:10:57.353970] [INFO ] [sig       ] [752/1823] Completed GCI in 0.2s | 4.09 sym/s | Total: 3.1m | ETA: 4.4m
[2025-10-11T14:10:57.354013] [INFO ] [sig       ] [753/1823] Forecasting GCO...
[2025-10-11T14:10:57.354043] [INFO ] [sig       ] Generating forecast for: GCO
[2025-10-11T14:10:57.354074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-10-11T14:10:57.362302] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GCO'.
[2025-10-11T14:10:57.362561] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-10-11T14:10:57.387605] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:57.388307] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-10-11T14:10:57.388361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:57.388396] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:57.388424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:57.388482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:57.405501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:57.406064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:57.406143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:57.406177] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:57.438085] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:57.438164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:57.438200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:57.438230] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:57.441242] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=27.47%)
[2025-10-11T14:10:57.441492] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-10-11T14:10:57.441626] [INFO ] [sig       ] GCO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:57.580154] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GCO.txt
[2025-10-11T14:10:57.580349] [INFO ] [sig       ] [753/1823] Completed GCO in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.4m
[2025-10-11T14:10:57.580398] [INFO ] [sig       ] [754/1823] Forecasting GCTS...
[2025-10-11T14:10:57.580429] [INFO ] [sig       ] Generating forecast for: GCTS
[2025-10-11T14:10:57.580461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCTS' from 'https://tdm.silogroup.org/data/derivative_storage/GCTS.csv'.
[2025-10-11T14:10:57.588902] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GCTS'.
[2025-10-11T14:10:57.589163] [INFO ] [FORECASTER] Starting predict_future for GCTS
[2025-10-11T14:10:57.613997] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:57.614688] [DEBUG] [LOCAL     ] No optimal features file found for GCTS: ./output/feature-sets/GCTS.txt
[2025-10-11T14:10:57.614776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:57.614815] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:57.614844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:57.614901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:57.631960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:57.632489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:57.632572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:57.632605] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:57.668619] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:57.668719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:57.668763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:57.668792] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:57.671855] [DEBUG] [FORECASTER] GCTS: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-10-11T14:10:57.672108] [INFO ] [FORECASTER] Completed predict_future for GCTS
[2025-10-11T14:10:57.672236] [INFO ] [sig       ] GCTS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:57.811434] [INFO ] [LOCAL     ] Saved forecast: GCTS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GCTS.txt
[2025-10-11T14:10:57.811621] [INFO ] [sig       ] [754/1823] Completed GCTS in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.4m
[2025-10-11T14:10:57.811694] [INFO ] [sig       ] [755/1823] Forecasting GCV...
[2025-10-11T14:10:57.811738] [INFO ] [sig       ] Generating forecast for: GCV
[2025-10-11T14:10:57.811772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'.
[2025-10-11T14:10:57.819843] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GCV'.
[2025-10-11T14:10:57.820104] [INFO ] [FORECASTER] Starting predict_future for GCV
[2025-10-11T14:10:57.844833] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:57.845544] [DEBUG] [LOCAL     ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt
[2025-10-11T14:10:57.845598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:57.845632] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:57.845699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:57.845768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:57.862633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:57.863200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:57.863279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:57.863312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:57.894126] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:57.894202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:57.894237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:57.894281] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:57.897287] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-10-11T14:10:57.897535] [INFO ] [FORECASTER] Completed predict_future for GCV
[2025-10-11T14:10:57.897695] [INFO ] [sig       ] GCV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:58.036470] [INFO ] [LOCAL     ] Saved forecast: GCV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GCV.txt
[2025-10-11T14:10:58.036692] [INFO ] [sig       ] [755/1823] Completed GCV in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:10:58.036752] [INFO ] [sig       ] [756/1823] Forecasting GD...
[2025-10-11T14:10:58.036786] [INFO ] [sig       ] Generating forecast for: GD
[2025-10-11T14:10:58.036818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-10-11T14:10:58.045366] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GD'.
[2025-10-11T14:10:58.045631] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-10-11T14:10:58.070533] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:58.071234] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-10-11T14:10:58.071287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:58.071320] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:58.071348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:58.071405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:58.088354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:58.088949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:58.089031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:58.089064] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:58.125050] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:58.125125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:58.125160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:58.125188] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:58.128232] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-10-11T14:10:58.128480] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-10-11T14:10:58.128618] [INFO ] [sig       ] GD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:58.267144] [INFO ] [LOCAL     ] Saved forecast: GD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GD.txt
[2025-10-11T14:10:58.267331] [INFO ] [sig       ] [756/1823] Completed GD in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:10:58.267372] [INFO ] [sig       ] [757/1823] Forecasting GDDY...
[2025-10-11T14:10:58.267401] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-10-11T14:10:58.267432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-10-11T14:10:58.276385] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GDDY'.
[2025-10-11T14:10:58.276686] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-10-11T14:10:58.302824] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:58.303612] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-10-11T14:10:58.303692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:58.303740] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:58.303772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:58.303830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:58.322174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:58.323144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:58.323283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:58.323324] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:58.361547] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:58.361763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:58.361819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:58.361850] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:58.365627] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-10-11T14:10:58.365949] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-10-11T14:10:58.366098] [INFO ] [sig       ] GDDY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:58.513265] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GDDY.txt
[2025-10-11T14:10:58.513594] [INFO ] [sig       ] [757/1823] Completed GDDY in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:10:58.513661] [INFO ] [sig       ] [758/1823] Forecasting GDIV...
[2025-10-11T14:10:58.513717] [INFO ] [sig       ] Generating forecast for: GDIV
[2025-10-11T14:10:58.513754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'.
[2025-10-11T14:10:58.522864] [DEBUG] [REMOTE    ] Successfully parsed 1817 rows of historical data for symbol 'GDIV'.
[2025-10-11T14:10:58.523112] [INFO ] [FORECASTER] Starting predict_future for GDIV
[2025-10-11T14:10:58.548389] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:58.549106] [DEBUG] [LOCAL     ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt
[2025-10-11T14:10:58.549160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:58.549193] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:58.549221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:58.549278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:58.566308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:58.566980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:58.567063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:58.567097] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:58.603206] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:58.603283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:58.603319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:58.603348] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:58.606355] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-10-11T14:10:58.606741] [INFO ] [FORECASTER] Completed predict_future for GDIV
[2025-10-11T14:10:58.606908] [INFO ] [sig       ] GDIV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:58.745422] [INFO ] [LOCAL     ] Saved forecast: GDIV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GDIV.txt
[2025-10-11T14:10:58.745662] [INFO ] [sig       ] [758/1823] Completed GDIV in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:10:58.745725] [INFO ] [sig       ] [759/1823] Forecasting GDL...
[2025-10-11T14:10:58.745758] [INFO ] [sig       ] Generating forecast for: GDL
[2025-10-11T14:10:58.745790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDL' from 'https://tdm.silogroup.org/data/derivative_storage/GDL.csv'.
[2025-10-11T14:10:58.753934] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GDL'.
[2025-10-11T14:10:58.754194] [INFO ] [FORECASTER] Starting predict_future for GDL
[2025-10-11T14:10:58.778957] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:58.779723] [DEBUG] [LOCAL     ] No optimal features file found for GDL: ./output/feature-sets/GDL.txt
[2025-10-11T14:10:58.779779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:58.779812] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:58.779839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:58.779896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:58.796956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:58.797487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:58.797569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:58.797602] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:58.831451] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:58.831523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:58.831558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:58.831586] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:58.834592] [DEBUG] [FORECASTER] GDL: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-10-11T14:10:58.834872] [INFO ] [FORECASTER] Completed predict_future for GDL
[2025-10-11T14:10:58.835014] [INFO ] [sig       ] GDL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:58.974565] [INFO ] [LOCAL     ] Saved forecast: GDL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GDL.txt
[2025-10-11T14:10:58.974834] [INFO ] [sig       ] [759/1823] Completed GDL in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:10:58.974893] [INFO ] [sig       ] [760/1823] Forecasting GDO...
[2025-10-11T14:10:58.974927] [INFO ] [sig       ] Generating forecast for: GDO
[2025-10-11T14:10:58.974959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'.
[2025-10-11T14:10:58.983145] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GDO'.
[2025-10-11T14:10:58.983413] [INFO ] [FORECASTER] Starting predict_future for GDO
[2025-10-11T14:10:59.008399] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:59.009148] [DEBUG] [LOCAL     ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt
[2025-10-11T14:10:59.009202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:59.009235] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:59.009263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:59.009320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:59.026177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:59.026805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:59.026888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:59.026922] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:59.060880] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:59.061047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:59.061088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:59.061117] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:59.065986] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=62.89%)
[2025-10-11T14:10:59.066263] [INFO ] [FORECASTER] Completed predict_future for GDO
[2025-10-11T14:10:59.066407] [INFO ] [sig       ] GDO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:59.206754] [INFO ] [LOCAL     ] Saved forecast: GDO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GDO.txt
[2025-10-11T14:10:59.207065] [INFO ] [sig       ] [760/1823] Completed GDO in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:10:59.207140] [INFO ] [sig       ] [761/1823] Forecasting GDOT...
[2025-10-11T14:10:59.207172] [INFO ] [sig       ] Generating forecast for: GDOT
[2025-10-11T14:10:59.207203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'.
[2025-10-11T14:10:59.215690] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GDOT'.
[2025-10-11T14:10:59.216088] [INFO ] [FORECASTER] Starting predict_future for GDOT
[2025-10-11T14:10:59.241303] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:59.242140] [DEBUG] [LOCAL     ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt
[2025-10-11T14:10:59.242199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:59.242232] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:59.242261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:59.242318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:59.259345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:59.260069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:59.260156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:59.260189] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:59.301523] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:59.301704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:59.301761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:59.301793] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:59.305194] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-10-11T14:10:59.305466] [INFO ] [FORECASTER] Completed predict_future for GDOT
[2025-10-11T14:10:59.305608] [INFO ] [sig       ] GDOT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:10:59.445214] [INFO ] [LOCAL     ] Saved forecast: GDOT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GDOT.txt
[2025-10-11T14:10:59.445408] [INFO ] [sig       ] [761/1823] Completed GDOT in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:10:59.445450] [INFO ] [sig       ] [762/1823] Forecasting GDV...
[2025-10-11T14:10:59.445480] [INFO ] [sig       ] Generating forecast for: GDV
[2025-10-11T14:10:59.445512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'.
[2025-10-11T14:10:59.453873] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GDV'.
[2025-10-11T14:10:59.454136] [INFO ] [FORECASTER] Starting predict_future for GDV
[2025-10-11T14:10:59.478963] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:59.479632] [DEBUG] [LOCAL     ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt
[2025-10-11T14:10:59.479715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:59.479752] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:59.479780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:59.479837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:59.497187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:59.497765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:59.497847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:59.497880] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:59.536712] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:59.536791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:59.536827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:59.536872] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:59.540218] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-10-11T14:10:59.540466] [INFO ] [FORECASTER] Completed predict_future for GDV
[2025-10-11T14:10:59.540613] [INFO ] [sig       ] GDV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:59.684045] [INFO ] [LOCAL     ] Saved forecast: GDV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GDV.txt
[2025-10-11T14:10:59.684283] [INFO ] [sig       ] [762/1823] Completed GDV in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:10:59.684326] [INFO ] [sig       ] [763/1823] Forecasting GE...
[2025-10-11T14:10:59.684357] [INFO ] [sig       ] Generating forecast for: GE
[2025-10-11T14:10:59.684388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-10-11T14:10:59.693041] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GE'.
[2025-10-11T14:10:59.693308] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-10-11T14:10:59.718206] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:59.718928] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-10-11T14:10:59.718982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:59.719016] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:59.719043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:59.719100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:59.736211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:59.736814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:59.736895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:59.736929] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:10:59.774176] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:10:59.774266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:10:59.774302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:10:59.774330] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:10:59.777433] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-10-11T14:10:59.777719] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-10-11T14:10:59.777885] [INFO ] [sig       ] GE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:10:59.918034] [INFO ] [LOCAL     ] Saved forecast: GE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GE.txt
[2025-10-11T14:10:59.918264] [INFO ] [sig       ] [763/1823] Completed GE in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:10:59.918350] [INFO ] [sig       ] [764/1823] Forecasting GEF...
[2025-10-11T14:10:59.918390] [INFO ] [sig       ] Generating forecast for: GEF
[2025-10-11T14:10:59.918422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-10-11T14:10:59.926522] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GEF'.
[2025-10-11T14:10:59.926821] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-10-11T14:10:59.951362] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:10:59.952079] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-10-11T14:10:59.952133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:10:59.952167] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:10:59.952194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:10:59.952250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:10:59.969122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:10:59.969695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:10:59.969781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:10:59.969815] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:00.007354] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:00.007476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:00.007514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:00.007543] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:00.010938] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=39.21%)
[2025-10-11T14:11:00.011197] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-10-11T14:11:00.011329] [INFO ] [sig       ] GEF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:00.152589] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GEF.txt
[2025-10-11T14:11:00.152892] [INFO ] [sig       ] [764/1823] Completed GEF in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:00.152946] [INFO ] [sig       ] [765/1823] Forecasting GEL...
[2025-10-11T14:11:00.152979] [INFO ] [sig       ] Generating forecast for: GEL
[2025-10-11T14:11:00.153012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-10-11T14:11:00.161481] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GEL'.
[2025-10-11T14:11:00.161763] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-10-11T14:11:00.186556] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:00.187307] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-10-11T14:11:00.187362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:00.187396] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:00.187423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:00.187480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:00.204496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:00.205345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:00.205433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:00.205468] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:00.240390] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:00.240573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:00.240617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:00.240680] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:00.244505] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-10-11T14:11:00.244838] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-10-11T14:11:00.244991] [INFO ] [sig       ] GEL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:00.387344] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GEL.txt
[2025-10-11T14:11:00.387576] [INFO ] [sig       ] [765/1823] Completed GEL in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:00.387619] [INFO ] [sig       ] [766/1823] Forecasting GENI...
[2025-10-11T14:11:00.387677] [INFO ] [sig       ] Generating forecast for: GENI
[2025-10-11T14:11:00.387730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-10-11T14:11:00.399513] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GENI'.
[2025-10-11T14:11:00.400160] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-10-11T14:11:00.427555] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:00.428430] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-10-11T14:11:00.428488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:00.428523] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:00.428552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:00.428612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:00.447480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:00.448410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:00.448516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:00.448558] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:00.487199] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:00.487408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:00.487454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:00.487484] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:00.491989] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-10-11T14:11:00.492308] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-10-11T14:11:00.492465] [INFO ] [sig       ] GENI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:00.643320] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GENI.txt
[2025-10-11T14:11:00.643576] [INFO ] [sig       ] [766/1823] Completed GENI in 0.3s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:00.643620] [INFO ] [sig       ] [767/1823] Forecasting GEO...
[2025-10-11T14:11:00.643679] [INFO ] [sig       ] Generating forecast for: GEO
[2025-10-11T14:11:00.643732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'.
[2025-10-11T14:11:00.652595] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GEO'.
[2025-10-11T14:11:00.652906] [INFO ] [FORECASTER] Starting predict_future for GEO
[2025-10-11T14:11:00.678278] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:00.679104] [DEBUG] [LOCAL     ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt
[2025-10-11T14:11:00.679159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:00.679193] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:00.679222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:00.679279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:00.696524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:00.697169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:00.697254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:00.697287] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:00.735263] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:00.735373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:00.735423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:00.735453] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:00.738701] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-10-11T14:11:00.739018] [INFO ] [FORECASTER] Completed predict_future for GEO
[2025-10-11T14:11:00.739160] [INFO ] [sig       ] GEO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:00.881455] [INFO ] [LOCAL     ] Saved forecast: GEO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GEO.txt
[2025-10-11T14:11:00.881709] [INFO ] [sig       ] [767/1823] Completed GEO in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:00.881771] [INFO ] [sig       ] [768/1823] Forecasting GES...
[2025-10-11T14:11:00.881820] [INFO ] [sig       ] Generating forecast for: GES
[2025-10-11T14:11:00.881856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-10-11T14:11:00.891479] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GES'.
[2025-10-11T14:11:00.891808] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-10-11T14:11:00.916978] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:00.917663] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-10-11T14:11:00.917723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:00.917756] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:00.917784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:00.917841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:00.935277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:00.935857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:00.935939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:00.935972] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:00.973374] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:00.973459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:00.973496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:00.973524] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:00.976699] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-10-11T14:11:00.976969] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-10-11T14:11:00.977112] [INFO ] [sig       ] GES: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:01.118517] [INFO ] [LOCAL     ] Saved forecast: GES	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GES.txt
[2025-10-11T14:11:01.118749] [INFO ] [sig       ] [768/1823] Completed GES in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:01.118810] [INFO ] [sig       ] [769/1823] Forecasting GETY...
[2025-10-11T14:11:01.118844] [INFO ] [sig       ] Generating forecast for: GETY
[2025-10-11T14:11:01.118876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'.
[2025-10-11T14:11:01.128724] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GETY'.
[2025-10-11T14:11:01.129251] [INFO ] [FORECASTER] Starting predict_future for GETY
[2025-10-11T14:11:01.159015] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:01.159951] [DEBUG] [LOCAL     ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt
[2025-10-11T14:11:01.160008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:01.160045] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:01.160074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:01.160135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:01.178875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:01.179461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:01.179552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:01.179587] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:01.216973] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:01.217094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:01.217133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:01.217162] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:01.220497] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-10-11T14:11:01.220816] [INFO ] [FORECASTER] Completed predict_future for GETY
[2025-10-11T14:11:01.220968] [INFO ] [sig       ] GETY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:01.373166] [INFO ] [LOCAL     ] Saved forecast: GETY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GETY.txt
[2025-10-11T14:11:01.373409] [INFO ] [sig       ] [769/1823] Completed GETY in 0.3s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:01.373454] [INFO ] [sig       ] [770/1823] Forecasting GEV...
[2025-10-11T14:11:01.373485] [INFO ] [sig       ] Generating forecast for: GEV
[2025-10-11T14:11:01.373516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEV' from 'https://tdm.silogroup.org/data/derivative_storage/GEV.csv'.
[2025-10-11T14:11:01.382621] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GEV'.
[2025-10-11T14:11:01.382944] [INFO ] [FORECASTER] Starting predict_future for GEV
[2025-10-11T14:11:01.408915] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:01.409677] [DEBUG] [LOCAL     ] No optimal features file found for GEV: ./output/feature-sets/GEV.txt
[2025-10-11T14:11:01.409739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:01.409775] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:01.409804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:01.409913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:01.428210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:01.428817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:01.428903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:01.428937] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:01.467445] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:01.467562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:01.467601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:01.467629] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:01.470946] [DEBUG] [FORECASTER] GEV: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-10-11T14:11:01.471210] [INFO ] [FORECASTER] Completed predict_future for GEV
[2025-10-11T14:11:01.471353] [INFO ] [sig       ] GEV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:01.623522] [INFO ] [LOCAL     ] Saved forecast: GEV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GEV.txt
[2025-10-11T14:11:01.623812] [INFO ] [sig       ] [770/1823] Completed GEV in 0.3s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:01.623877] [INFO ] [sig       ] [771/1823] Forecasting GF...
[2025-10-11T14:11:01.623912] [INFO ] [sig       ] Generating forecast for: GF
[2025-10-11T14:11:01.623945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'.
[2025-10-11T14:11:01.632377] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GF'.
[2025-10-11T14:11:01.632667] [INFO ] [FORECASTER] Starting predict_future for GF
[2025-10-11T14:11:01.658903] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:01.659667] [DEBUG] [LOCAL     ] No optimal features file found for GF: ./output/feature-sets/GF.txt
[2025-10-11T14:11:01.659728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:01.659763] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:01.659792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:01.659850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:01.677428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:01.678088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:01.678190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:01.678225] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:01.714429] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:01.714522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:01.714559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:01.714588] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:01.717747] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-10-11T14:11:01.718015] [INFO ] [FORECASTER] Completed predict_future for GF
[2025-10-11T14:11:01.718157] [INFO ] [sig       ] GF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:01.869039] [INFO ] [LOCAL     ] Saved forecast: GF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GF.txt
[2025-10-11T14:11:01.869269] [INFO ] [sig       ] [771/1823] Completed GF in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:01.869314] [INFO ] [sig       ] [772/1823] Forecasting GFF...
[2025-10-11T14:11:01.869345] [INFO ] [sig       ] Generating forecast for: GFF
[2025-10-11T14:11:01.869378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-10-11T14:11:01.877880] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GFF'.
[2025-10-11T14:11:01.878160] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-10-11T14:11:01.903152] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:01.904026] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-10-11T14:11:01.904082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:01.904117] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:01.904161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:01.904276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:01.921954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:01.922488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:01.922569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:01.922602] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:01.960229] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:01.960354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:01.960392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:01.960422] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:01.963879] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=59.52%)
[2025-10-11T14:11:01.964149] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-10-11T14:11:01.964289] [INFO ] [sig       ] GFF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:02.124855] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GFF.txt
[2025-10-11T14:11:02.125093] [INFO ] [sig       ] [772/1823] Completed GFF in 0.3s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:02.125137] [INFO ] [sig       ] [773/1823] Forecasting GFI...
[2025-10-11T14:11:02.125167] [INFO ] [sig       ] Generating forecast for: GFI
[2025-10-11T14:11:02.125201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-10-11T14:11:02.134327] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GFI'.
[2025-10-11T14:11:02.134629] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-10-11T14:11:02.159682] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:02.160404] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-10-11T14:11:02.160478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:02.160512] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:02.160540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:02.160596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:02.177776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:02.178327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:02.178409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:02.178442] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:02.215510] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:02.215621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:02.215727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:02.215765] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:02.221586] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-10-11T14:11:02.221884] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-10-11T14:11:02.222028] [INFO ] [sig       ] GFI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:02.364418] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GFI.txt
[2025-10-11T14:11:02.364673] [INFO ] [sig       ] [773/1823] Completed GFI in 0.2s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:02.364734] [INFO ] [sig       ] [774/1823] Forecasting GFL...
[2025-10-11T14:11:02.364768] [INFO ] [sig       ] Generating forecast for: GFL
[2025-10-11T14:11:02.364801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-10-11T14:11:02.373562] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GFL'.
[2025-10-11T14:11:02.373858] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-10-11T14:11:02.399145] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:02.399906] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-10-11T14:11:02.399961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:02.399995] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:02.400023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:02.400079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:02.417291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:02.417940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:02.418022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:02.418057] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:02.454330] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:02.454462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:02.454501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:02.454530] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:02.458046] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-10-11T14:11:02.458321] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-10-11T14:11:02.458461] [INFO ] [sig       ] GFL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:02.622461] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GFL.txt
[2025-10-11T14:11:02.622756] [INFO ] [sig       ] [774/1823] Completed GFL in 0.3s | 4.10 sym/s | Total: 3.1m | ETA: 4.3m
[2025-10-11T14:11:02.622820] [INFO ] [sig       ] [775/1823] Forecasting GFR...
[2025-10-11T14:11:02.622856] [INFO ] [sig       ] Generating forecast for: GFR
[2025-10-11T14:11:02.622898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'.
[2025-10-11T14:11:02.631381] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GFR'.
[2025-10-11T14:11:02.631715] [INFO ] [FORECASTER] Starting predict_future for GFR
[2025-10-11T14:11:02.657158] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:02.657940] [DEBUG] [LOCAL     ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt
[2025-10-11T14:11:02.657997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:02.658031] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:02.658060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:02.658118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:02.675501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:02.676117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:02.676202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:02.676237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:02.712687] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:02.712800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:02.712839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:02.712868] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:02.716616] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-10-11T14:11:02.716925] [INFO ] [FORECASTER] Completed predict_future for GFR
[2025-10-11T14:11:02.717068] [INFO ] [sig       ] GFR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:02.869449] [INFO ] [LOCAL     ] Saved forecast: GFR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GFR.txt
[2025-10-11T14:11:02.869738] [INFO ] [sig       ] [775/1823] Completed GFR in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.3m
[2025-10-11T14:11:02.869801] [INFO ] [sig       ] [776/1823] Forecasting GGB...
[2025-10-11T14:11:02.869835] [INFO ] [sig       ] Generating forecast for: GGB
[2025-10-11T14:11:02.869870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-10-11T14:11:02.879511] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GGB'.
[2025-10-11T14:11:02.879906] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-10-11T14:11:02.905454] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:02.906218] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-10-11T14:11:02.906274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:02.906308] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:02.906336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:02.906394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:02.923539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:02.924253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:02.924340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:02.924374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:02.961733] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:02.961908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:02.961951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:02.961980] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:02.965527] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=56.09%)
[2025-10-11T14:11:02.965865] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-10-11T14:11:02.966021] [INFO ] [sig       ] GGB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:03.110456] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GGB.txt
[2025-10-11T14:11:03.110779] [INFO ] [sig       ] [776/1823] Completed GGB in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.3m
[2025-10-11T14:11:03.110843] [INFO ] [sig       ] [777/1823] Forecasting GGG...
[2025-10-11T14:11:03.110877] [INFO ] [sig       ] Generating forecast for: GGG
[2025-10-11T14:11:03.110910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-10-11T14:11:03.119692] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GGG'.
[2025-10-11T14:11:03.119994] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-10-11T14:11:03.145393] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:03.146207] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-10-11T14:11:03.146263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:03.146299] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:03.146328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:03.146387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:03.164308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:03.164942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:03.165027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:03.165063] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:03.203133] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:03.203302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:03.203369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:03.203414] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:03.207191] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2025-10-11T14:11:03.207516] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-10-11T14:11:03.207703] [INFO ] [sig       ] GGG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:03.351310] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GGG.txt
[2025-10-11T14:11:03.351593] [INFO ] [sig       ] [777/1823] Completed GGG in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.3m
[2025-10-11T14:11:03.351680] [INFO ] [sig       ] [778/1823] Forecasting GGT...
[2025-10-11T14:11:03.351745] [INFO ] [sig       ] Generating forecast for: GGT
[2025-10-11T14:11:03.351788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'.
[2025-10-11T14:11:03.360401] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GGT'.
[2025-10-11T14:11:03.360710] [INFO ] [FORECASTER] Starting predict_future for GGT
[2025-10-11T14:11:03.386506] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:03.387315] [DEBUG] [LOCAL     ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt
[2025-10-11T14:11:03.387372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:03.387408] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:03.387439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:03.387499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:03.404889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:03.405521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:03.405606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:03.405690] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:03.438806] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:03.438914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:03.438953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:03.438985] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:03.442298] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-10-11T14:11:03.442564] [INFO ] [FORECASTER] Completed predict_future for GGT
[2025-10-11T14:11:03.442742] [INFO ] [sig       ] GGT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:03.586268] [INFO ] [LOCAL     ] Saved forecast: GGT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GGT.txt
[2025-10-11T14:11:03.586492] [INFO ] [sig       ] [778/1823] Completed GGT in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.3m
[2025-10-11T14:11:03.586535] [INFO ] [sig       ] [779/1823] Forecasting GGZ...
[2025-10-11T14:11:03.586566] [INFO ] [sig       ] Generating forecast for: GGZ
[2025-10-11T14:11:03.586634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'.
[2025-10-11T14:11:03.595145] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GGZ'.
[2025-10-11T14:11:03.595423] [INFO ] [FORECASTER] Starting predict_future for GGZ
[2025-10-11T14:11:03.620184] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:03.620916] [DEBUG] [LOCAL     ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt
[2025-10-11T14:11:03.620971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:03.621005] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:03.621033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:03.621090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:03.641054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:03.641685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:03.641773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:03.641807] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:03.677882] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:03.677976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:03.678012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:03.678041] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:03.681144] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=75.42%)
[2025-10-11T14:11:03.681401] [INFO ] [FORECASTER] Completed predict_future for GGZ
[2025-10-11T14:11:03.681534] [INFO ] [sig       ] GGZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:03.820448] [INFO ] [LOCAL     ] Saved forecast: GGZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GGZ.txt
[2025-10-11T14:11:03.820713] [INFO ] [sig       ] [779/1823] Completed GGZ in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:03.820775] [INFO ] [sig       ] [780/1823] Forecasting GHC...
[2025-10-11T14:11:03.820809] [INFO ] [sig       ] Generating forecast for: GHC
[2025-10-11T14:11:03.820842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHC' from 'https://tdm.silogroup.org/data/derivative_storage/GHC.csv'.
[2025-10-11T14:11:03.829494] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHC'.
[2025-10-11T14:11:03.829811] [INFO ] [FORECASTER] Starting predict_future for GHC
[2025-10-11T14:11:03.854619] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:03.855337] [DEBUG] [LOCAL     ] No optimal features file found for GHC: ./output/feature-sets/GHC.txt
[2025-10-11T14:11:03.855407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:03.855441] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:03.855469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:03.855526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:03.872579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:03.873208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:03.873289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:03.873323] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:03.909770] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:03.909881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:03.909919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:03.909948] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:03.913075] [DEBUG] [FORECASTER] GHC: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-10-11T14:11:03.913398] [INFO ] [FORECASTER] Completed predict_future for GHC
[2025-10-11T14:11:03.913542] [INFO ] [sig       ] GHC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:04.053105] [INFO ] [LOCAL     ] Saved forecast: GHC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GHC.txt
[2025-10-11T14:11:04.053326] [INFO ] [sig       ] [780/1823] Completed GHC in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:04.053368] [INFO ] [sig       ] [781/1823] Forecasting GHG...
[2025-10-11T14:11:04.053399] [INFO ] [sig       ] Generating forecast for: GHG
[2025-10-11T14:11:04.053431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'.
[2025-10-11T14:11:04.061550] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'GHG'.
[2025-10-11T14:11:04.061849] [INFO ] [FORECASTER] Starting predict_future for GHG
[2025-10-11T14:11:04.086834] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:04.087571] [DEBUG] [LOCAL     ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt
[2025-10-11T14:11:04.087625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:04.087699] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:04.087741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:04.087801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:04.104561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:04.105144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:04.105247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:04.105308] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:04.142182] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:04.142285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:04.142322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:04.142351] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:04.145531] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-10-11T14:11:04.145836] [INFO ] [FORECASTER] Completed predict_future for GHG
[2025-10-11T14:11:04.145979] [INFO ] [sig       ] GHG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:04.285017] [INFO ] [LOCAL     ] Saved forecast: GHG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GHG.txt
[2025-10-11T14:11:04.285241] [INFO ] [sig       ] [781/1823] Completed GHG in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:04.285284] [INFO ] [sig       ] [782/1823] Forecasting GHI...
[2025-10-11T14:11:04.285316] [INFO ] [sig       ] Generating forecast for: GHI
[2025-10-11T14:11:04.285350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-10-11T14:11:04.294719] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHI'.
[2025-10-11T14:11:04.295065] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-10-11T14:11:04.320179] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:04.320977] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-10-11T14:11:04.321033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:04.321068] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:04.321096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:04.321155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:04.338228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:04.338893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:04.338979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:04.339013] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:04.374752] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:04.374928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:04.374971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:04.375000] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:04.378760] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=50.81%)
[2025-10-11T14:11:04.379042] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-10-11T14:11:04.379188] [INFO ] [sig       ] GHI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:04.520076] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GHI.txt
[2025-10-11T14:11:04.520325] [INFO ] [sig       ] [782/1823] Completed GHI in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:04.520368] [INFO ] [sig       ] [783/1823] Forecasting GHLD...
[2025-10-11T14:11:04.520399] [INFO ] [sig       ] Generating forecast for: GHLD
[2025-10-11T14:11:04.520431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHLD' from 'https://tdm.silogroup.org/data/derivative_storage/GHLD.csv'.
[2025-10-11T14:11:04.529337] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHLD'.
[2025-10-11T14:11:04.529631] [INFO ] [FORECASTER] Starting predict_future for GHLD
[2025-10-11T14:11:04.554824] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:04.555501] [DEBUG] [LOCAL     ] No optimal features file found for GHLD: ./output/feature-sets/GHLD.txt
[2025-10-11T14:11:04.555555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:04.555588] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:04.555702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:04.555809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:04.573732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:04.574302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:04.574386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:04.574421] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:04.614013] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:04.614124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:04.614165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:04.614197] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:04.617959] [DEBUG] [FORECASTER] GHLD: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-10-11T14:11:04.618252] [INFO ] [FORECASTER] Completed predict_future for GHLD
[2025-10-11T14:11:04.618415] [INFO ] [sig       ] GHLD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:04.761835] [INFO ] [LOCAL     ] Saved forecast: GHLD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GHLD.txt
[2025-10-11T14:11:04.762055] [INFO ] [sig       ] [783/1823] Completed GHLD in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:04.762099] [INFO ] [sig       ] [784/1823] Forecasting GHM...
[2025-10-11T14:11:04.762130] [INFO ] [sig       ] Generating forecast for: GHM
[2025-10-11T14:11:04.762162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-10-11T14:11:04.771886] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHM'.
[2025-10-11T14:11:04.772326] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-10-11T14:11:04.801797] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:04.802670] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-10-11T14:11:04.802736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:04.802771] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:04.802800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:04.802857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:04.820081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:04.820765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:04.820852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:04.820886] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:04.855547] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:04.855702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:04.855757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:04.855789] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:04.859177] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-10-11T14:11:04.859451] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-10-11T14:11:04.859591] [INFO ] [sig       ] GHM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:05.008286] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GHM.txt
[2025-10-11T14:11:05.008554] [INFO ] [sig       ] [784/1823] Completed GHM in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:05.008599] [INFO ] [sig       ] [785/1823] Forecasting GHY...
[2025-10-11T14:11:05.008631] [INFO ] [sig       ] Generating forecast for: GHY
[2025-10-11T14:11:05.008713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-10-11T14:11:05.017779] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GHY'.
[2025-10-11T14:11:05.018074] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-10-11T14:11:05.044877] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:05.045583] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-10-11T14:11:05.045638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:05.045715] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:05.045748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:05.045807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:05.063090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:05.063724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:05.063809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:05.063845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:05.097148] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:05.097272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:05.097313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:05.097343] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:05.100718] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-10-11T14:11:05.100997] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-10-11T14:11:05.101142] [INFO ] [sig       ] GHY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:05.245357] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GHY.txt
[2025-10-11T14:11:05.245678] [INFO ] [sig       ] [785/1823] Completed GHY in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:05.245742] [INFO ] [sig       ] [786/1823] Forecasting GIB...
[2025-10-11T14:11:05.245779] [INFO ] [sig       ] Generating forecast for: GIB
[2025-10-11T14:11:05.245813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-10-11T14:11:05.255196] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GIB'.
[2025-10-11T14:11:05.255505] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-10-11T14:11:05.280867] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:05.281568] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-10-11T14:11:05.281624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:05.281697] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:05.281745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:05.281805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:05.300534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:05.301233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:05.301317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:05.301353] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:05.345843] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:05.346362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:05.346407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:05.346437] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:05.350233] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-10-11T14:11:05.350505] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-10-11T14:11:05.350672] [INFO ] [sig       ] GIB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:05.503404] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GIB.txt
[2025-10-11T14:11:05.503685] [INFO ] [sig       ] [786/1823] Completed GIB in 0.3s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:05.503750] [INFO ] [sig       ] [787/1823] Forecasting GIC...
[2025-10-11T14:11:05.503785] [INFO ] [sig       ] Generating forecast for: GIC
[2025-10-11T14:11:05.503819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'.
[2025-10-11T14:11:05.515062] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GIC'.
[2025-10-11T14:11:05.515580] [INFO ] [FORECASTER] Starting predict_future for GIC
[2025-10-11T14:11:05.542712] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:05.545019] [DEBUG] [LOCAL     ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt
[2025-10-11T14:11:05.545106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:05.545163] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:05.545194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:05.545253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:05.562309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:05.563444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:05.563541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:05.563575] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:05.602840] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:05.602951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:05.602989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:05.603017] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:05.606262] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: UP (p=72.83%)
[2025-10-11T14:11:05.606539] [INFO ] [FORECASTER] Completed predict_future for GIC
[2025-10-11T14:11:05.606772] [INFO ] [sig       ] GIC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:05.749214] [INFO ] [LOCAL     ] Saved forecast: GIC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GIC.txt
[2025-10-11T14:11:05.749516] [INFO ] [sig       ] [787/1823] Completed GIC in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:05.749562] [INFO ] [sig       ] [788/1823] Forecasting GIL...
[2025-10-11T14:11:05.749594] [INFO ] [sig       ] Generating forecast for: GIL
[2025-10-11T14:11:05.749626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-10-11T14:11:05.759061] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GIL'.
[2025-10-11T14:11:05.759359] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-10-11T14:11:05.787163] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:05.788024] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-10-11T14:11:05.788083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:05.788118] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:05.788147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:05.788206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:05.805827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:05.806409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:05.806491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:05.806526] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:05.845130] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:05.845268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:05.845306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:05.845335] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:05.848806] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=14.32%)
[2025-10-11T14:11:05.849076] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-10-11T14:11:05.849221] [INFO ] [sig       ] GIL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:05.988621] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GIL.txt
[2025-10-11T14:11:05.988917] [INFO ] [sig       ] [788/1823] Completed GIL in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:05.988965] [INFO ] [sig       ] [789/1823] Forecasting GIS...
[2025-10-11T14:11:05.988996] [INFO ] [sig       ] Generating forecast for: GIS
[2025-10-11T14:11:05.989029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-10-11T14:11:05.997895] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GIS'.
[2025-10-11T14:11:05.998194] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-10-11T14:11:06.023137] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:06.023881] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-10-11T14:11:06.023936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:06.023970] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:06.023998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:06.024056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:06.040992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:06.041583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:06.041688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:06.041742] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:06.076294] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:06.076418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:06.076455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:06.076485] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:06.079756] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=81.49%)
[2025-10-11T14:11:06.080028] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-10-11T14:11:06.080164] [INFO ] [sig       ] GIS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:06.219192] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GIS.txt
[2025-10-11T14:11:06.219418] [INFO ] [sig       ] [789/1823] Completed GIS in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:06.219462] [INFO ] [sig       ] [790/1823] Forecasting GKOS...
[2025-10-11T14:11:06.219493] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-10-11T14:11:06.219526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-10-11T14:11:06.228465] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GKOS'.
[2025-10-11T14:11:06.228796] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-10-11T14:11:06.254283] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:06.255134] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-10-11T14:11:06.255194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:06.255228] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:06.255257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:06.255315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:06.272235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:06.272873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:06.272963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:06.272997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:06.309057] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:06.309209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:06.309251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:06.309281] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:06.312738] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=59.02%)
[2025-10-11T14:11:06.313021] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-10-11T14:11:06.313167] [INFO ] [sig       ] GKOS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:06.454984] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GKOS.txt
[2025-10-11T14:11:06.455278] [INFO ] [sig       ] [790/1823] Completed GKOS in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:06.455323] [INFO ] [sig       ] [791/1823] Forecasting GL...
[2025-10-11T14:11:06.455353] [INFO ] [sig       ] Generating forecast for: GL
[2025-10-11T14:11:06.455384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-10-11T14:11:06.464727] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GL'.
[2025-10-11T14:11:06.465157] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-10-11T14:11:06.490473] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:06.491267] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-10-11T14:11:06.491322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:06.491356] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:06.491384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:06.491443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:06.508618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:06.509553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:06.509668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:06.509724] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:06.549467] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:06.549672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:06.549737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:06.549771] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:06.553368] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-10-11T14:11:06.553688] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-10-11T14:11:06.553847] [INFO ] [sig       ] GL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:06.694144] [INFO ] [LOCAL     ] Saved forecast: GL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GL.txt
[2025-10-11T14:11:06.694361] [INFO ] [sig       ] [791/1823] Completed GL in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:06.694404] [INFO ] [sig       ] [792/1823] Forecasting GLOB...
[2025-10-11T14:11:06.694435] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-10-11T14:11:06.694468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-10-11T14:11:06.704677] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GLOB'.
[2025-10-11T14:11:06.705052] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-10-11T14:11:06.730796] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:06.731575] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-10-11T14:11:06.731632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:06.731708] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:06.731746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:06.731807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:06.748985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:06.749541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:06.749630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:06.749702] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:06.786442] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:06.786598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:06.786681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:06.786730] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:06.789981] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-10-11T14:11:06.790252] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-10-11T14:11:06.790392] [INFO ] [sig       ] GLOB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:06.930300] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GLOB.txt
[2025-10-11T14:11:06.930584] [INFO ] [sig       ] [792/1823] Completed GLOB in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:06.930629] [INFO ] [sig       ] [793/1823] Forecasting GLP...
[2025-10-11T14:11:06.930704] [INFO ] [sig       ] Generating forecast for: GLP
[2025-10-11T14:11:06.930759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-10-11T14:11:06.939800] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GLP'.
[2025-10-11T14:11:06.940143] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-10-11T14:11:06.965472] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:06.966192] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-10-11T14:11:06.966247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:06.966281] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:06.966309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:06.966365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:06.983348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:06.983989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:06.984072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:06.984105] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:07.020079] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:07.020189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:07.020227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:07.020255] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:07.023486] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-10-11T14:11:07.023795] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-10-11T14:11:07.023940] [INFO ] [sig       ] GLP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:07.163262] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GLP.txt
[2025-10-11T14:11:07.163491] [INFO ] [sig       ] [793/1823] Completed GLP in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:07.163535] [INFO ] [sig       ] [794/1823] Forecasting GLW...
[2025-10-11T14:11:07.163566] [INFO ] [sig       ] Generating forecast for: GLW
[2025-10-11T14:11:07.163598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'.
[2025-10-11T14:11:07.172744] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GLW'.
[2025-10-11T14:11:07.173029] [INFO ] [FORECASTER] Starting predict_future for GLW
[2025-10-11T14:11:07.197777] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:07.198499] [DEBUG] [LOCAL     ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt
[2025-10-11T14:11:07.198553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:07.198602] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:07.198631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:07.198727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:07.215569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:07.216150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:07.216233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:07.216267] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:07.253949] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:07.254059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:07.254096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:07.254124] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:07.257309] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2025-10-11T14:11:07.257572] [INFO ] [FORECASTER] Completed predict_future for GLW
[2025-10-11T14:11:07.257744] [INFO ] [sig       ] GLW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:07.396967] [INFO ] [LOCAL     ] Saved forecast: GLW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GLW.txt
[2025-10-11T14:11:07.397201] [INFO ] [sig       ] [794/1823] Completed GLW in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:07.397245] [INFO ] [sig       ] [795/1823] Forecasting GM...
[2025-10-11T14:11:07.397278] [INFO ] [sig       ] Generating forecast for: GM
[2025-10-11T14:11:07.397310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'.
[2025-10-11T14:11:07.407169] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GM'.
[2025-10-11T14:11:07.407554] [INFO ] [FORECASTER] Starting predict_future for GM
[2025-10-11T14:11:07.433151] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:07.433969] [DEBUG] [LOCAL     ] No optimal features file found for GM: ./output/feature-sets/GM.txt
[2025-10-11T14:11:07.434024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:07.434059] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:07.434089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:07.434147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:07.451001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:07.451567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:07.451673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:07.451727] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:07.488491] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:07.488633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:07.488711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:07.488749] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:07.492073] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: DOWN (p=35.42%)
[2025-10-11T14:11:07.492345] [INFO ] [FORECASTER] Completed predict_future for GM
[2025-10-11T14:11:07.492488] [INFO ] [sig       ] GM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:07.635816] [INFO ] [LOCAL     ] Saved forecast: GM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GM.txt
[2025-10-11T14:11:07.636047] [INFO ] [sig       ] [795/1823] Completed GM in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:07.636091] [INFO ] [sig       ] [796/1823] Forecasting GME...
[2025-10-11T14:11:07.636122] [INFO ] [sig       ] Generating forecast for: GME
[2025-10-11T14:11:07.636154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-10-11T14:11:07.645284] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GME'.
[2025-10-11T14:11:07.645628] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-10-11T14:11:07.671179] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:07.671972] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-10-11T14:11:07.672027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:07.672110] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:07.672148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:07.672207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:07.689536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:07.690160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:07.690245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:07.690279] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:07.728820] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:07.728934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:07.728972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:07.729195] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:07.732354] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=45.15%)
[2025-10-11T14:11:07.732615] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-10-11T14:11:07.732784] [INFO ] [sig       ] GME: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:07.874979] [INFO ] [LOCAL     ] Saved forecast: GME	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GME.txt
[2025-10-11T14:11:07.875224] [INFO ] [sig       ] [796/1823] Completed GME in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:07.875269] [INFO ] [sig       ] [797/1823] Forecasting GMED...
[2025-10-11T14:11:07.875300] [INFO ] [sig       ] Generating forecast for: GMED
[2025-10-11T14:11:07.875332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-10-11T14:11:07.884878] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GMED'.
[2025-10-11T14:11:07.885265] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-10-11T14:11:07.915638] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:07.916449] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-10-11T14:11:07.916507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:07.916543] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:07.916572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:07.916689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:07.936613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:07.937280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:07.937371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:07.937438] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:07.980212] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:07.980333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:07.980373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:07.980402] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:07.984278] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-10-11T14:11:07.984687] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-10-11T14:11:07.984889] [INFO ] [sig       ] GMED: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:08.155246] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GMED.txt
[2025-10-11T14:11:08.155497] [INFO ] [sig       ] [797/1823] Completed GMED in 0.3s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:08.155544] [INFO ] [sig       ] [798/1823] Forecasting GMRE...
[2025-10-11T14:11:08.155576] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-10-11T14:11:08.155609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-10-11T14:11:08.165168] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GMRE'.
[2025-10-11T14:11:08.165468] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-10-11T14:11:08.193147] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:08.194052] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-10-11T14:11:08.194126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:08.194171] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:08.194201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:08.194258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:08.215393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:08.216098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:08.216184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:08.216226] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:08.258433] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:08.258559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:08.258600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:08.258630] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:08.262378] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-10-11T14:11:08.262677] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-10-11T14:11:08.262843] [INFO ] [sig       ] GMRE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:08.407214] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GMRE.txt
[2025-10-11T14:11:08.407512] [INFO ] [sig       ] [798/1823] Completed GMRE in 0.3s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:08.407560] [INFO ] [sig       ] [799/1823] Forecasting GNE...
[2025-10-11T14:11:08.407591] [INFO ] [sig       ] Generating forecast for: GNE
[2025-10-11T14:11:08.407624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-10-11T14:11:08.417427] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNE'.
[2025-10-11T14:11:08.417796] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-10-11T14:11:08.443069] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:08.443833] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-10-11T14:11:08.443887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:08.443920] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:08.443948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:08.444008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:08.460936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:08.461498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:08.461589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:08.461624] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:08.499012] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:08.499112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:08.499207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:08.499257] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:08.502455] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-10-11T14:11:08.502768] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-10-11T14:11:08.502928] [INFO ] [sig       ] GNE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:08.646369] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GNE.txt
[2025-10-11T14:11:08.646635] [INFO ] [sig       ] [799/1823] Completed GNE in 0.2s | 4.10 sym/s | Total: 3.2m | ETA: 4.2m
[2025-10-11T14:11:08.646718] [INFO ] [sig       ] [800/1823] Forecasting GNK...
[2025-10-11T14:11:08.646755] [INFO ] [sig       ] Generating forecast for: GNK
[2025-10-11T14:11:08.646788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-10-11T14:11:08.656194] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNK'.
[2025-10-11T14:11:08.656470] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-10-11T14:11:08.681336] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:08.682081] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-10-11T14:11:08.682137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:08.682170] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:08.682198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:08.682256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:08.699151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:08.699780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:08.699863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:08.699898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:08.737360] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:08.737472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:08.737510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:08.737538] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:08.740779] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=14.32%)
[2025-10-11T14:11:08.741042] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-10-11T14:11:08.741180] [INFO ] [sig       ] GNK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:08.970090] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GNK.txt
[2025-10-11T14:11:08.970390] [INFO ] [sig       ] [800/1823] Completed GNK in 0.3s | 4.10 sym/s | Total: 3.3m | ETA: 4.2m
[2025-10-11T14:11:08.970453] [INFO ] [sig       ] [801/1823] Forecasting GNL...
[2025-10-11T14:11:08.970488] [INFO ] [sig       ] Generating forecast for: GNL
[2025-10-11T14:11:08.970522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-10-11T14:11:08.981584] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNL'.
[2025-10-11T14:11:08.981971] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-10-11T14:11:09.008057] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:09.008817] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-10-11T14:11:09.008877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:09.008912] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:09.008985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:09.009068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:09.026551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:09.027162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:09.027243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:09.027277] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:09.063611] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:09.063738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:09.063785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:09.063817] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:09.067132] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-10-11T14:11:09.067395] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-10-11T14:11:09.067536] [INFO ] [sig       ] GNL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:09.212004] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GNL.txt
[2025-10-11T14:11:09.212218] [INFO ] [sig       ] [801/1823] Completed GNL in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.2m
[2025-10-11T14:11:09.212263] [INFO ] [sig       ] [802/1823] Forecasting GNRC...
[2025-10-11T14:11:09.212295] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-10-11T14:11:09.212327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-10-11T14:11:09.221309] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNRC'.
[2025-10-11T14:11:09.221616] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-10-11T14:11:09.247837] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:09.248551] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-10-11T14:11:09.248608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:09.248837] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:09.248906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:09.248979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:09.266898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:09.267476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:09.267560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:09.267594] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:09.302686] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:09.302806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:09.302853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:09.302889] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:09.306102] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-10-11T14:11:09.306362] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-10-11T14:11:09.307262] [INFO ] [sig       ] GNRC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:09.448668] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GNRC.txt
[2025-10-11T14:11:09.448870] [INFO ] [sig       ] [802/1823] Completed GNRC in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.2m
[2025-10-11T14:11:09.448914] [INFO ] [sig       ] [803/1823] Forecasting GNT...
[2025-10-11T14:11:09.448945] [INFO ] [sig       ] Generating forecast for: GNT
[2025-10-11T14:11:09.448977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'.
[2025-10-11T14:11:09.457237] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNT'.
[2025-10-11T14:11:09.457529] [INFO ] [FORECASTER] Starting predict_future for GNT
[2025-10-11T14:11:09.482773] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:09.483516] [DEBUG] [LOCAL     ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt
[2025-10-11T14:11:09.483571] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:09.483606] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:09.483634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:09.483735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:09.501158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:09.501774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:09.501873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:09.501915] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:09.535091] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:09.535183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:09.535219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:09.535248] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:09.538694] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-10-11T14:11:09.539000] [INFO ] [FORECASTER] Completed predict_future for GNT
[2025-10-11T14:11:09.539142] [INFO ] [sig       ] GNT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:09.682369] [INFO ] [LOCAL     ] Saved forecast: GNT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GNT.txt
[2025-10-11T14:11:09.682576] [INFO ] [sig       ] [803/1823] Completed GNT in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:09.682619] [INFO ] [sig       ] [804/1823] Forecasting GNW...
[2025-10-11T14:11:09.682679] [INFO ] [sig       ] Generating forecast for: GNW
[2025-10-11T14:11:09.682730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'.
[2025-10-11T14:11:09.691135] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GNW'.
[2025-10-11T14:11:09.691411] [INFO ] [FORECASTER] Starting predict_future for GNW
[2025-10-11T14:11:09.716468] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:09.717221] [DEBUG] [LOCAL     ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt
[2025-10-11T14:11:09.717275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:09.717310] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:09.717339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:09.717398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:09.734918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:09.735481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:09.735559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:09.735594] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:09.770924] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:09.771025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:09.771064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:09.771095] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:09.774294] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-10-11T14:11:09.774560] [INFO ] [FORECASTER] Completed predict_future for GNW
[2025-10-11T14:11:09.774729] [INFO ] [sig       ] GNW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:09.917928] [INFO ] [LOCAL     ] Saved forecast: GNW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GNW.txt
[2025-10-11T14:11:09.918140] [INFO ] [sig       ] [804/1823] Completed GNW in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:09.918183] [INFO ] [sig       ] [805/1823] Forecasting GOF...
[2025-10-11T14:11:09.918216] [INFO ] [sig       ] Generating forecast for: GOF
[2025-10-11T14:11:09.918248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-10-11T14:11:09.927397] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GOF'.
[2025-10-11T14:11:09.927711] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-10-11T14:11:09.952814] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:09.953507] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-10-11T14:11:09.953561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:09.953594] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:09.953623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:09.953714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:09.971513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:09.972097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:09.972179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:09.972213] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:10.005768] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:10.005901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:10.005940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:10.005969] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:10.009349] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-10-11T14:11:10.009622] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-10-11T14:11:10.009801] [INFO ] [sig       ] GOF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:10.151281] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GOF.txt
[2025-10-11T14:11:10.151504] [INFO ] [sig       ] [805/1823] Completed GOF in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:10.151548] [INFO ] [sig       ] [806/1823] Forecasting GOLF...
[2025-10-11T14:11:10.151579] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-10-11T14:11:10.151681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-10-11T14:11:10.161019] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GOLF'.
[2025-10-11T14:11:10.161437] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-10-11T14:11:10.187669] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:10.188498] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-10-11T14:11:10.188556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:10.188591] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:10.188621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:10.188723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:10.206426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:10.207342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:10.207436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:10.207473] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:10.244493] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:10.244689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:10.244774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:10.244808] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:10.248620] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2025-10-11T14:11:10.248982] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-10-11T14:11:10.249142] [INFO ] [sig       ] GOLF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:10.404254] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GOLF.txt
[2025-10-11T14:11:10.404515] [INFO ] [sig       ] [806/1823] Completed GOLF in 0.3s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:10.404558] [INFO ] [sig       ] [807/1823] Forecasting GOOS...
[2025-10-11T14:11:10.404590] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-10-11T14:11:10.404623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-10-11T14:11:10.415208] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GOOS'.
[2025-10-11T14:11:10.415692] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-10-11T14:11:10.441749] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:10.442595] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-10-11T14:11:10.442678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:10.442732] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:10.442763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:10.442823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:10.460394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:10.461159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:10.461248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:10.461282] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:10.504060] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:10.504246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:10.504289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:10.504319] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:10.507952] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-10-11T14:11:10.508234] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-10-11T14:11:10.508382] [INFO ] [sig       ] GOOS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:10.652964] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GOOS.txt
[2025-10-11T14:11:10.653191] [INFO ] [sig       ] [807/1823] Completed GOOS in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:10.653237] [INFO ] [sig       ] [808/1823] Forecasting GOTU...
[2025-10-11T14:11:10.653269] [INFO ] [sig       ] Generating forecast for: GOTU
[2025-10-11T14:11:10.653302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'.
[2025-10-11T14:11:10.662819] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GOTU'.
[2025-10-11T14:11:10.663178] [INFO ] [FORECASTER] Starting predict_future for GOTU
[2025-10-11T14:11:10.689524] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:10.690378] [DEBUG] [LOCAL     ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt
[2025-10-11T14:11:10.690439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:10.690475] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:10.690523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:10.690584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:10.708093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:10.709048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:10.709142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:10.709177] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:10.745478] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:10.745710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:10.745773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:10.745806] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:10.749556] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-10-11T14:11:10.749938] [INFO ] [FORECASTER] Completed predict_future for GOTU
[2025-10-11T14:11:10.750115] [INFO ] [sig       ] GOTU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:10.893462] [INFO ] [LOCAL     ] Saved forecast: GOTU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GOTU.txt
[2025-10-11T14:11:10.893796] [INFO ] [sig       ] [808/1823] Completed GOTU in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:10.893862] [INFO ] [sig       ] [809/1823] Forecasting GPC...
[2025-10-11T14:11:10.893895] [INFO ] [sig       ] Generating forecast for: GPC
[2025-10-11T14:11:10.893928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-10-11T14:11:10.903631] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPC'.
[2025-10-11T14:11:10.904071] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-10-11T14:11:10.930184] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:10.931149] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-10-11T14:11:10.931205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:10.931240] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:10.931268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:10.931326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:10.949509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:10.950434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:10.950524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:10.950558] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:10.986948] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:10.987074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:10.987115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:10.987145] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:10.990600] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-10-11T14:11:10.990906] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-10-11T14:11:10.991050] [INFO ] [sig       ] GPC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:11.131977] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GPC.txt
[2025-10-11T14:11:11.132216] [INFO ] [sig       ] [809/1823] Completed GPC in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:11.132259] [INFO ] [sig       ] [810/1823] Forecasting GPI...
[2025-10-11T14:11:11.132290] [INFO ] [sig       ] Generating forecast for: GPI
[2025-10-11T14:11:11.132323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-10-11T14:11:11.141613] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'GPI'.
[2025-10-11T14:11:11.142021] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-10-11T14:11:11.167247] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:11.167976] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-10-11T14:11:11.168031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:11.168065] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:11.168093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:11.168150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:11.184989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:11.185526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:11.185608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:11.185664] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:11.220693] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:11.220792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:11.220830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:11.220858] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:11.224011] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-10-11T14:11:11.224275] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-10-11T14:11:11.224418] [INFO ] [sig       ] GPI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:11.363864] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GPI.txt
[2025-10-11T14:11:11.364126] [INFO ] [sig       ] [810/1823] Completed GPI in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:11.364186] [INFO ] [sig       ] [811/1823] Forecasting GPJA...
[2025-10-11T14:11:11.364221] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-10-11T14:11:11.364253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-10-11T14:11:11.372599] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'GPJA'.
[2025-10-11T14:11:11.372896] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-10-11T14:11:11.398176] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:11.398994] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-10-11T14:11:11.399051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:11.399086] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:11.399114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:11.399171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:11.416152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:11.416778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:11.416863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:11.416896] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:11.453708] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:11.453806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:11.453842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:11.453871] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:11.456948] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-10-11T14:11:11.457203] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-10-11T14:11:11.457336] [INFO ] [sig       ] GPJA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:11.596615] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GPJA.txt
[2025-10-11T14:11:11.596868] [INFO ] [sig       ] [811/1823] Completed GPJA in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:11.596917] [INFO ] [sig       ] [812/1823] Forecasting GPK...
[2025-10-11T14:11:11.596949] [INFO ] [sig       ] Generating forecast for: GPK
[2025-10-11T14:11:11.596981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-10-11T14:11:11.605720] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPK'.
[2025-10-11T14:11:11.606023] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-10-11T14:11:11.630986] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:11.631704] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-10-11T14:11:11.631759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:11.631794] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:11.631821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:11.631878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:11.648741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:11.649334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:11.649421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:11.649455] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:11.686853] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:11.686956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:11.686992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:11.687020] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:11.690178] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-10-11T14:11:11.690434] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-10-11T14:11:11.690571] [INFO ] [sig       ] GPK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:11.831142] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GPK.txt
[2025-10-11T14:11:11.831379] [INFO ] [sig       ] [812/1823] Completed GPK in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:11.831422] [INFO ] [sig       ] [813/1823] Forecasting GPMT...
[2025-10-11T14:11:11.831453] [INFO ] [sig       ] Generating forecast for: GPMT
[2025-10-11T14:11:11.831484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'.
[2025-10-11T14:11:11.840271] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPMT'.
[2025-10-11T14:11:11.840535] [INFO ] [FORECASTER] Starting predict_future for GPMT
[2025-10-11T14:11:11.865358] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:11.866113] [DEBUG] [LOCAL     ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt
[2025-10-11T14:11:11.866167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:11.866201] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:11.866229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:11.866286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:11.883190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:11.883771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:11.883854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:11.883890] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:11.920269] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:11.920359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:11.920414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:11.920444] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:11.923626] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: DOWN (p=37.31%)
[2025-10-11T14:11:11.923942] [INFO ] [FORECASTER] Completed predict_future for GPMT
[2025-10-11T14:11:11.924117] [INFO ] [sig       ] GPMT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:12.066142] [INFO ] [LOCAL     ] Saved forecast: GPMT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GPMT.txt
[2025-10-11T14:11:12.066372] [INFO ] [sig       ] [813/1823] Completed GPMT in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:12.066415] [INFO ] [sig       ] [814/1823] Forecasting GPN...
[2025-10-11T14:11:12.066447] [INFO ] [sig       ] Generating forecast for: GPN
[2025-10-11T14:11:12.066482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-10-11T14:11:12.075948] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPN'.
[2025-10-11T14:11:12.076296] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-10-11T14:11:12.101544] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:12.102328] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-10-11T14:11:12.102383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:12.102417] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:12.102445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:12.102503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:12.119748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:12.120316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:12.120410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:12.120448] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:12.159359] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:12.159721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:12.159777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:12.159810] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:12.163265] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-10-11T14:11:12.163542] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-10-11T14:11:12.163717] [INFO ] [sig       ] GPN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:12.304862] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GPN.txt
[2025-10-11T14:11:12.305093] [INFO ] [sig       ] [814/1823] Completed GPN in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:12.305137] [INFO ] [sig       ] [815/1823] Forecasting GPOR...
[2025-10-11T14:11:12.305167] [INFO ] [sig       ] Generating forecast for: GPOR
[2025-10-11T14:11:12.305199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'.
[2025-10-11T14:11:12.314292] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPOR'.
[2025-10-11T14:11:12.314545] [INFO ] [FORECASTER] Starting predict_future for GPOR
[2025-10-11T14:11:12.339307] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:12.340025] [DEBUG] [LOCAL     ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt
[2025-10-11T14:11:12.340079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:12.340112] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:12.340140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:12.340211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:12.357045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:12.357574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:12.357674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:12.357728] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:12.394589] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:12.394687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:12.394737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:12.394794] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:12.400196] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: UP (p=69.42%)
[2025-10-11T14:11:12.400445] [INFO ] [FORECASTER] Completed predict_future for GPOR
[2025-10-11T14:11:12.400578] [INFO ] [sig       ] GPOR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:12.538992] [INFO ] [LOCAL     ] Saved forecast: GPOR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GPOR.txt
[2025-10-11T14:11:12.539188] [INFO ] [sig       ] [815/1823] Completed GPOR in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:12.539231] [INFO ] [sig       ] [816/1823] Forecasting GPRK...
[2025-10-11T14:11:12.539262] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-10-11T14:11:12.539294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-10-11T14:11:12.548686] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPRK'.
[2025-10-11T14:11:12.549058] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-10-11T14:11:12.574485] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:12.575217] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-10-11T14:11:12.575271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:12.575305] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:12.575333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:12.575391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:12.593192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:12.594275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:12.594389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:12.594424] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:12.631323] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:12.631512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:12.631560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:12.631590] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:12.635238] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-10-11T14:11:12.635513] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-10-11T14:11:12.635686] [INFO ] [sig       ] GPRK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:12.782049] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GPRK.txt
[2025-10-11T14:11:12.782397] [INFO ] [sig       ] [816/1823] Completed GPRK in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:12.782466] [INFO ] [sig       ] [817/1823] Forecasting GRBK...
[2025-10-11T14:11:12.782522] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-10-11T14:11:12.782560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-10-11T14:11:12.793392] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRBK'.
[2025-10-11T14:11:12.793719] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-10-11T14:11:12.819602] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:12.820347] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-10-11T14:11:12.820401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:12.820436] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:12.820463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:12.820526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:12.838138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:12.838772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:12.838948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:12.839015] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:12.884629] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:12.884751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:12.884792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:12.884821] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:12.888031] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-10-11T14:11:12.888294] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-10-11T14:11:12.888446] [INFO ] [sig       ] GRBK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:13.033146] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GRBK.txt
[2025-10-11T14:11:13.033392] [INFO ] [sig       ] [817/1823] Completed GRBK in 0.3s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:13.033436] [INFO ] [sig       ] [818/1823] Forecasting GRC...
[2025-10-11T14:11:13.033467] [INFO ] [sig       ] Generating forecast for: GRC
[2025-10-11T14:11:13.033500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-10-11T14:11:13.042552] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRC'.
[2025-10-11T14:11:13.042874] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-10-11T14:11:13.068269] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:13.069015] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-10-11T14:11:13.069070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:13.069104] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:13.069132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:13.069192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:13.087195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:13.087795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:13.087888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:13.087930] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:13.132767] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:13.132951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:13.132997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:13.133027] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:13.136683] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=37.97%)
[2025-10-11T14:11:13.136973] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-10-11T14:11:13.137123] [INFO ] [sig       ] GRC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:13.286527] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GRC.txt
[2025-10-11T14:11:13.286908] [INFO ] [sig       ] [818/1823] Completed GRC in 0.3s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:13.286960] [INFO ] [sig       ] [819/1823] Forecasting GRDN...
[2025-10-11T14:11:13.286992] [INFO ] [sig       ] Generating forecast for: GRDN
[2025-10-11T14:11:13.287024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRDN' from 'https://tdm.silogroup.org/data/derivative_storage/GRDN.csv'.
[2025-10-11T14:11:13.295554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRDN'.
[2025-10-11T14:11:13.295844] [INFO ] [FORECASTER] Starting predict_future for GRDN
[2025-10-11T14:11:13.321948] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:13.322735] [DEBUG] [LOCAL     ] No optimal features file found for GRDN: ./output/feature-sets/GRDN.txt
[2025-10-11T14:11:13.322791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:13.322825] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:13.322852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:13.322918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:13.343194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:13.343784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:13.343867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:13.343905] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:13.387941] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:13.388064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:13.388102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:13.388131] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:13.391431] [DEBUG] [FORECASTER] GRDN: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-10-11T14:11:13.391749] [INFO ] [FORECASTER] Completed predict_future for GRDN
[2025-10-11T14:11:13.391933] [INFO ] [sig       ] GRDN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:13.545818] [INFO ] [LOCAL     ] Saved forecast: GRDN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GRDN.txt
[2025-10-11T14:11:13.546160] [INFO ] [sig       ] [819/1823] Completed GRDN in 0.3s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:13.546224] [INFO ] [sig       ] [820/1823] Forecasting GRMN...
[2025-10-11T14:11:13.546259] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-10-11T14:11:13.546292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-10-11T14:11:13.555703] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRMN'.
[2025-10-11T14:11:13.556069] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-10-11T14:11:13.581740] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:13.582545] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-10-11T14:11:13.582601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:13.582636] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:13.582709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:13.582774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:13.600155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:13.601184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:13.601282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:13.601316] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:13.647156] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:13.647340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:13.647411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:13.647474] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:13.651222] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=70.95%)
[2025-10-11T14:11:13.651535] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-10-11T14:11:13.651718] [INFO ] [sig       ] GRMN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:13.793537] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GRMN.txt
[2025-10-11T14:11:13.793847] [INFO ] [sig       ] [820/1823] Completed GRMN in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:13.793913] [INFO ] [sig       ] [821/1823] Forecasting GRND...
[2025-10-11T14:11:13.793947] [INFO ] [sig       ] Generating forecast for: GRND
[2025-10-11T14:11:13.793980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-10-11T14:11:13.802697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRND'.
[2025-10-11T14:11:13.802984] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-10-11T14:11:13.828853] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:13.829555] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-10-11T14:11:13.829609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:13.829661] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:13.829716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:13.829777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:13.847469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:13.848115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:13.848196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:13.848230] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:13.884687] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:13.884785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:13.884822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:13.884850] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:13.888025] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=38.33%)
[2025-10-11T14:11:13.888291] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-10-11T14:11:13.888430] [INFO ] [sig       ] GRND: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:14.035010] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GRND.txt
[2025-10-11T14:11:14.035252] [INFO ] [sig       ] [821/1823] Completed GRND in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:14.035295] [INFO ] [sig       ] [822/1823] Forecasting GRNT...
[2025-10-11T14:11:14.035327] [INFO ] [sig       ] Generating forecast for: GRNT
[2025-10-11T14:11:14.035359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'.
[2025-10-11T14:11:14.043994] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRNT'.
[2025-10-11T14:11:14.044336] [INFO ] [FORECASTER] Starting predict_future for GRNT
[2025-10-11T14:11:14.071916] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:14.072720] [DEBUG] [LOCAL     ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt
[2025-10-11T14:11:14.072777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:14.072812] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:14.072841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:14.072920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:14.090371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:14.090965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:14.091051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:14.091086] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:14.132417] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:14.132503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:14.132539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:14.132567] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:14.135705] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-10-11T14:11:14.135975] [INFO ] [FORECASTER] Completed predict_future for GRNT
[2025-10-11T14:11:14.136118] [INFO ] [sig       ] GRNT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:14.284843] [INFO ] [LOCAL     ] Saved forecast: GRNT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GRNT.txt
[2025-10-11T14:11:14.285163] [INFO ] [sig       ] [822/1823] Completed GRNT in 0.2s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:14.285227] [INFO ] [sig       ] [823/1823] Forecasting GROV...
[2025-10-11T14:11:14.285264] [INFO ] [sig       ] Generating forecast for: GROV
[2025-10-11T14:11:14.285297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'.
[2025-10-11T14:11:14.297319] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GROV'.
[2025-10-11T14:11:14.297636] [INFO ] [FORECASTER] Starting predict_future for GROV
[2025-10-11T14:11:14.323696] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:14.324411] [DEBUG] [LOCAL     ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt
[2025-10-11T14:11:14.324465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:14.324508] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:14.324562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:14.324623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:14.342454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:14.343140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:14.343228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:14.343263] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:14.388154] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:14.388263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:14.388301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:14.388331] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:14.391578] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-10-11T14:11:14.391870] [INFO ] [FORECASTER] Completed predict_future for GROV
[2025-10-11T14:11:14.392025] [INFO ] [sig       ] GROV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:14.535433] [INFO ] [LOCAL     ] Saved forecast: GROV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GROV.txt
[2025-10-11T14:11:14.535700] [INFO ] [sig       ] [823/1823] Completed GROV in 0.3s | 4.10 sym/s | Total: 3.3m | ETA: 4.1m
[2025-10-11T14:11:14.535760] [INFO ] [sig       ] [824/1823] Forecasting GRX...
[2025-10-11T14:11:14.535794] [INFO ] [sig       ] Generating forecast for: GRX
[2025-10-11T14:11:14.535827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-10-11T14:11:14.546875] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GRX'.
[2025-10-11T14:11:14.547357] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-10-11T14:11:14.584463] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:14.585665] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-10-11T14:11:14.585738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:14.585779] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:14.585809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:14.585888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:14.614091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:14.614988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:14.615099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:14.615151] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:14.658141] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:14.658258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:14.658295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:14.658324] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:14.661623] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2025-10-11T14:11:14.661934] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-10-11T14:11:14.662104] [INFO ] [sig       ] GRX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:14.803235] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GRX.txt
[2025-10-11T14:11:14.803485] [INFO ] [sig       ] [824/1823] Completed GRX in 0.3s | 4.10 sym/s | Total: 3.4m | ETA: 4.1m
[2025-10-11T14:11:14.803527] [INFO ] [sig       ] [825/1823] Forecasting GS...
[2025-10-11T14:11:14.803558] [INFO ] [sig       ] Generating forecast for: GS
[2025-10-11T14:11:14.803590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-10-11T14:11:14.812706] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GS'.
[2025-10-11T14:11:14.813001] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-10-11T14:11:14.838345] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:14.839104] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-10-11T14:11:14.839159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:14.839192] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:14.839298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:14.839366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:14.856562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:14.857219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:14.857302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:14.857335] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:14.902793] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:14.902879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:14.902923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:14.902957] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:14.906061] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-10-11T14:11:14.906311] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-10-11T14:11:14.906446] [INFO ] [sig       ] GS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:15.047476] [INFO ] [LOCAL     ] Saved forecast: GS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GS.txt
[2025-10-11T14:11:15.047712] [INFO ] [sig       ] [825/1823] Completed GS in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.1m
[2025-10-11T14:11:15.047773] [INFO ] [sig       ] [826/1823] Forecasting GSBD...
[2025-10-11T14:11:15.047807] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-10-11T14:11:15.047839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-10-11T14:11:15.057255] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GSBD'.
[2025-10-11T14:11:15.057522] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-10-11T14:11:15.082858] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:15.083589] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-10-11T14:11:15.083663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:15.083718] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:15.083750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:15.083807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:15.100941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:15.101505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:15.101584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:15.101617] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:15.147491] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:15.147579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:15.147615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:15.147668] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:15.150872] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=50.38%)
[2025-10-11T14:11:15.151132] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-10-11T14:11:15.151270] [INFO ] [sig       ] GSBD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:15.293381] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GSBD.txt
[2025-10-11T14:11:15.293630] [INFO ] [sig       ] [826/1823] Completed GSBD in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.1m
[2025-10-11T14:11:15.293708] [INFO ] [sig       ] [827/1823] Forecasting GSK...
[2025-10-11T14:11:15.293748] [INFO ] [sig       ] Generating forecast for: GSK
[2025-10-11T14:11:15.293782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-10-11T14:11:15.302498] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GSK'.
[2025-10-11T14:11:15.302789] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-10-11T14:11:15.329691] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:15.330706] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-10-11T14:11:15.330767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:15.330803] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:15.330834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:15.330942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:15.350134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:15.350828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:15.350926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:15.350968] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:15.396448] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:15.396557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:15.396624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:15.396724] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:15.400069] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-10-11T14:11:15.400334] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-10-11T14:11:15.400485] [INFO ] [sig       ] GSK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:15.545541] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GSK.txt
[2025-10-11T14:11:15.545802] [INFO ] [sig       ] [827/1823] Completed GSK in 0.3s | 4.10 sym/s | Total: 3.4m | ETA: 4.1m
[2025-10-11T14:11:15.545863] [INFO ] [sig       ] [828/1823] Forecasting GSL...
[2025-10-11T14:11:15.545901] [INFO ] [sig       ] Generating forecast for: GSL
[2025-10-11T14:11:15.545940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-10-11T14:11:15.555672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GSL'.
[2025-10-11T14:11:15.556085] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-10-11T14:11:15.582229] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:15.583037] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-10-11T14:11:15.583093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:15.583127] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:15.583154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:15.583212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:15.604822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:15.605877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:15.605973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:15.606008] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:15.651831] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:15.651968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:15.652006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:15.652034] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:15.657545] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-10-11T14:11:15.657857] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-10-11T14:11:15.658013] [INFO ] [sig       ] GSL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:15.810056] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GSL.txt
[2025-10-11T14:11:15.810363] [INFO ] [sig       ] [828/1823] Completed GSL in 0.3s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:15.810426] [INFO ] [sig       ] [829/1823] Forecasting GTES...
[2025-10-11T14:11:15.810460] [INFO ] [sig       ] Generating forecast for: GTES
[2025-10-11T14:11:15.810502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-10-11T14:11:15.820991] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GTES'.
[2025-10-11T14:11:15.821363] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-10-11T14:11:15.847378] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:15.848127] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-10-11T14:11:15.848182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:15.848216] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:15.848243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:15.848316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:15.865885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:15.866506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:15.866674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:15.866729] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:15.907741] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:15.907877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:15.907917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:15.907948] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:15.911436] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=76.41%)
[2025-10-11T14:11:15.911762] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-10-11T14:11:15.911918] [INFO ] [sig       ] GTES: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:16.058334] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GTES.txt
[2025-10-11T14:11:16.058593] [INFO ] [sig       ] [829/1823] Completed GTES in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:16.058640] [INFO ] [sig       ] [830/1823] Forecasting GTLS...
[2025-10-11T14:11:16.058720] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-10-11T14:11:16.058759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-10-11T14:11:16.068835] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GTLS'.
[2025-10-11T14:11:16.069231] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-10-11T14:11:16.094745] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:16.095422] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-10-11T14:11:16.095476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:16.095509] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:16.095536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:16.095592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:16.115838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:16.116688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:16.116781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:16.116815] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:16.163483] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:16.163683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:16.163750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:16.163783] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:16.167557] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-10-11T14:11:16.167871] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-10-11T14:11:16.168058] [INFO ] [sig       ] GTLS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:16.319340] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GTLS.txt
[2025-10-11T14:11:16.319607] [INFO ] [sig       ] [830/1823] Completed GTLS in 0.3s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:16.319696] [INFO ] [sig       ] [831/1823] Forecasting GTN...
[2025-10-11T14:11:16.319741] [INFO ] [sig       ] Generating forecast for: GTN
[2025-10-11T14:11:16.319776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-10-11T14:11:16.328952] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GTN'.
[2025-10-11T14:11:16.329249] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-10-11T14:11:16.356031] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:16.356866] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-10-11T14:11:16.356929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:16.356973] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:16.357008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:16.357081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:16.375625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:16.376277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:16.376362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:16.376396] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:16.420577] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:16.420697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:16.420749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:16.420781] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:16.424203] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=16.11%)
[2025-10-11T14:11:16.424484] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-10-11T14:11:16.425087] [INFO ] [sig       ] GTN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:16.572354] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GTN.txt
[2025-10-11T14:11:16.572588] [INFO ] [sig       ] [831/1823] Completed GTN in 0.3s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:16.572630] [INFO ] [sig       ] [832/1823] Forecasting GTY...
[2025-10-11T14:11:16.572699] [INFO ] [sig       ] Generating forecast for: GTY
[2025-10-11T14:11:16.572743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-10-11T14:11:16.581554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GTY'.
[2025-10-11T14:11:16.581839] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-10-11T14:11:16.606790] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:16.607484] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-10-11T14:11:16.607539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:16.607571] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:16.607599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:16.607680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:16.624699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:16.625248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:16.625327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:16.625361] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:16.669700] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:16.669830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:16.669884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:16.669916] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:16.673430] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-10-11T14:11:16.673782] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-10-11T14:11:16.673930] [INFO ] [sig       ] GTY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:16.813701] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GTY.txt
[2025-10-11T14:11:16.813940] [INFO ] [sig       ] [832/1823] Completed GTY in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:16.813993] [INFO ] [sig       ] [833/1823] Forecasting GUG...
[2025-10-11T14:11:16.814025] [INFO ] [sig       ] Generating forecast for: GUG
[2025-10-11T14:11:16.814067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-10-11T14:11:16.824252] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GUG'.
[2025-10-11T14:11:16.824532] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-10-11T14:11:16.849472] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:16.850195] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-10-11T14:11:16.850255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:16.850288] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:16.850316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:16.850373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:16.867499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:16.868143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:16.868227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:16.868261] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:16.906099] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:16.906205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:16.906242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:16.906271] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:16.909510] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-10-11T14:11:16.909815] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-10-11T14:11:16.909959] [INFO ] [sig       ] GUG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:17.052774] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GUG.txt
[2025-10-11T14:11:17.053066] [INFO ] [sig       ] [833/1823] Completed GUG in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:17.053111] [INFO ] [sig       ] [834/1823] Forecasting GUT...
[2025-10-11T14:11:17.053143] [INFO ] [sig       ] Generating forecast for: GUT
[2025-10-11T14:11:17.053175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'.
[2025-10-11T14:11:17.062160] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GUT'.
[2025-10-11T14:11:17.062432] [INFO ] [FORECASTER] Starting predict_future for GUT
[2025-10-11T14:11:17.087330] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:17.088101] [DEBUG] [LOCAL     ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt
[2025-10-11T14:11:17.088156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:17.088189] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:17.088216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:17.088273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:17.105571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:17.106146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:17.106227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:17.106261] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:17.140938] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:17.141035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:17.141071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:17.141119] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:17.144446] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-10-11T14:11:17.144758] [INFO ] [FORECASTER] Completed predict_future for GUT
[2025-10-11T14:11:17.144906] [INFO ] [sig       ] GUT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:17.286085] [INFO ] [LOCAL     ] Saved forecast: GUT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GUT.txt
[2025-10-11T14:11:17.286319] [INFO ] [sig       ] [834/1823] Completed GUT in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:17.286360] [INFO ] [sig       ] [835/1823] Forecasting GVA...
[2025-10-11T14:11:17.286390] [INFO ] [sig       ] Generating forecast for: GVA
[2025-10-11T14:11:17.286479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-10-11T14:11:17.296312] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GVA'.
[2025-10-11T14:11:17.296701] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-10-11T14:11:17.325298] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:17.326132] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-10-11T14:11:17.326190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:17.326226] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:17.326255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:17.326314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:17.344052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:17.344631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:17.344764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:17.344813] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:17.388823] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:17.389032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:17.389128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:17.389186] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:17.394017] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-10-11T14:11:17.394336] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-10-11T14:11:17.394489] [INFO ] [sig       ] GVA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:17.572600] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GVA.txt
[2025-10-11T14:11:17.572950] [INFO ] [sig       ] [835/1823] Completed GVA in 0.3s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:17.573025] [INFO ] [sig       ] [836/1823] Forecasting GWH...
[2025-10-11T14:11:17.573063] [INFO ] [sig       ] Generating forecast for: GWH
[2025-10-11T14:11:17.573097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-10-11T14:11:17.583148] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GWH'.
[2025-10-11T14:11:17.583534] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-10-11T14:11:17.611500] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:17.612399] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-10-11T14:11:17.612456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:17.612491] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:17.612519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:17.612579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:17.630089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:17.630780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:17.630864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:17.630898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:17.669414] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:17.669542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:17.669580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:17.669609] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:17.672906] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-10-11T14:11:17.673176] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-10-11T14:11:17.673316] [INFO ] [sig       ] GWH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:17.826770] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GWH.txt
[2025-10-11T14:11:17.827057] [INFO ] [sig       ] [836/1823] Completed GWH in 0.3s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:17.827106] [INFO ] [sig       ] [837/1823] Forecasting GWRE...
[2025-10-11T14:11:17.827137] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-10-11T14:11:17.827170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-10-11T14:11:17.837433] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GWRE'.
[2025-10-11T14:11:17.837808] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-10-11T14:11:17.864200] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:17.865010] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-10-11T14:11:17.865069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:17.865104] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:17.865133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:17.865191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:17.882753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:17.883294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:17.883374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:17.883407] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:17.917822] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:17.917936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:17.917974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:17.918003] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:17.921268] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-10-11T14:11:17.921528] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-10-11T14:11:17.921695] [INFO ] [sig       ] GWRE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:18.060520] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GWRE.txt
[2025-10-11T14:11:18.060775] [INFO ] [sig       ] [837/1823] Completed GWRE in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:18.060835] [INFO ] [sig       ] [838/1823] Forecasting GWW...
[2025-10-11T14:11:18.060867] [INFO ] [sig       ] Generating forecast for: GWW
[2025-10-11T14:11:18.060898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'.
[2025-10-11T14:11:18.069918] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GWW'.
[2025-10-11T14:11:18.070207] [INFO ] [FORECASTER] Starting predict_future for GWW
[2025-10-11T14:11:18.095083] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:18.095811] [DEBUG] [LOCAL     ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt
[2025-10-11T14:11:18.095900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:18.095942] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:18.095971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:18.096031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:18.112897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:18.113470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:18.113550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:18.113583] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:18.149459] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:18.149550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:18.149587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:18.149616] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:18.152769] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-10-11T14:11:18.153035] [INFO ] [FORECASTER] Completed predict_future for GWW
[2025-10-11T14:11:18.153168] [INFO ] [sig       ] GWW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:18.296487] [INFO ] [LOCAL     ] Saved forecast: GWW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GWW.txt
[2025-10-11T14:11:18.296788] [INFO ] [sig       ] [838/1823] Completed GWW in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:18.296851] [INFO ] [sig       ] [839/1823] Forecasting GXO...
[2025-10-11T14:11:18.296884] [INFO ] [sig       ] Generating forecast for: GXO
[2025-10-11T14:11:18.296925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'.
[2025-10-11T14:11:18.306920] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GXO'.
[2025-10-11T14:11:18.307268] [INFO ] [FORECASTER] Starting predict_future for GXO
[2025-10-11T14:11:18.332659] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:18.333434] [DEBUG] [LOCAL     ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt
[2025-10-11T14:11:18.333490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:18.333524] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:18.333552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:18.333607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:18.350443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:18.351078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:18.351187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:18.351240] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:18.386627] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:18.386749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:18.386790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:18.386819] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:18.390099] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=47.66%)
[2025-10-11T14:11:18.390361] [INFO ] [FORECASTER] Completed predict_future for GXO
[2025-10-11T14:11:18.390496] [INFO ] [sig       ] GXO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:18.529420] [INFO ] [LOCAL     ] Saved forecast: GXO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/GXO.txt
[2025-10-11T14:11:18.529748] [INFO ] [sig       ] [839/1823] Completed GXO in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:18.529818] [INFO ] [sig       ] [840/1823] Forecasting GYLD...
[2025-10-11T14:11:18.529853] [INFO ] [sig       ] Generating forecast for: GYLD
[2025-10-11T14:11:18.529885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYLD' from 'https://tdm.silogroup.org/data/derivative_storage/GYLD.csv'.
[2025-10-11T14:11:18.539089] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'GYLD'.
[2025-10-11T14:11:18.539467] [INFO ] [FORECASTER] Starting predict_future for GYLD
[2025-10-11T14:11:18.564505] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:18.565216] [DEBUG] [LOCAL     ] No optimal features file found for GYLD: ./output/feature-sets/GYLD.txt
[2025-10-11T14:11:18.565270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:18.565303] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:18.565330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:18.565388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:18.582325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:18.582908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:18.582990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:18.583024] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:18.618474] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:18.618575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:18.618612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:18.618661] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:18.621833] [DEBUG] [FORECASTER] GYLD: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-10-11T14:11:18.622092] [INFO ] [FORECASTER] Completed predict_future for GYLD
[2025-10-11T14:11:18.622227] [INFO ] [sig       ] GYLD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:18.760789] [INFO ] [LOCAL     ] Saved forecast: GYLD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/GYLD.txt
[2025-10-11T14:11:18.761062] [INFO ] [sig       ] [840/1823] Completed GYLD in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:18.761107] [INFO ] [sig       ] [841/1823] Forecasting H...
[2025-10-11T14:11:18.761138] [INFO ] [sig       ] Generating forecast for: H
[2025-10-11T14:11:18.761169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-10-11T14:11:18.770552] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'H'.
[2025-10-11T14:11:18.770907] [INFO ] [FORECASTER] Starting predict_future for H
[2025-10-11T14:11:18.795914] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:18.796596] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-10-11T14:11:18.796681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:18.796730] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:18.796760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:18.796823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:18.813781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:18.814321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:18.814441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:18.814480] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:18.849039] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:18.849151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:18.849189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:18.849235] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:18.852453] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=36.44%)
[2025-10-11T14:11:18.852756] [INFO ] [FORECASTER] Completed predict_future for H
[2025-10-11T14:11:18.852899] [INFO ] [sig       ] H: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:18.991260] [INFO ] [LOCAL     ] Saved forecast: H	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/H.txt
[2025-10-11T14:11:18.991497] [INFO ] [sig       ] [841/1823] Completed H in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:18.991539] [INFO ] [sig       ] [842/1823] Forecasting HAE...
[2025-10-11T14:11:18.991570] [INFO ] [sig       ] Generating forecast for: HAE
[2025-10-11T14:11:18.991602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-10-11T14:11:19.000178] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HAE'.
[2025-10-11T14:11:19.000455] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-10-11T14:11:19.025506] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:19.026216] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-10-11T14:11:19.026269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:19.026301] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:19.026329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:19.026386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:19.043387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:19.044006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:19.044088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:19.044122] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:19.080012] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:19.080115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:19.080153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:19.080181] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:19.083250] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-10-11T14:11:19.083504] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-10-11T14:11:19.083636] [INFO ] [sig       ] HAE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:19.223480] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HAE.txt
[2025-10-11T14:11:19.223774] [INFO ] [sig       ] [842/1823] Completed HAE in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:19.223838] [INFO ] [sig       ] [843/1823] Forecasting HAFN...
[2025-10-11T14:11:19.223872] [INFO ] [sig       ] Generating forecast for: HAFN
[2025-10-11T14:11:19.223905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFN' from 'https://tdm.silogroup.org/data/derivative_storage/HAFN.csv'.
[2025-10-11T14:11:19.232482] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HAFN'.
[2025-10-11T14:11:19.232892] [INFO ] [FORECASTER] Starting predict_future for HAFN
[2025-10-11T14:11:19.263516] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:19.264404] [DEBUG] [LOCAL     ] No optimal features file found for HAFN: ./output/feature-sets/HAFN.txt
[2025-10-11T14:11:19.264462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:19.264503] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:19.264556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:19.264617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:19.281753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:19.282369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:19.282453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:19.282485] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:19.315777] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:19.315859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:19.315894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:19.315921] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:19.319130] [DEBUG] [FORECASTER] HAFN: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-10-11T14:11:19.319385] [INFO ] [FORECASTER] Completed predict_future for HAFN
[2025-10-11T14:11:19.319516] [INFO ] [sig       ] HAFN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:19.461173] [INFO ] [LOCAL     ] Saved forecast: HAFN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HAFN.txt
[2025-10-11T14:11:19.461432] [INFO ] [sig       ] [843/1823] Completed HAFN in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:19.461494] [INFO ] [sig       ] [844/1823] Forecasting HAL...
[2025-10-11T14:11:19.461528] [INFO ] [sig       ] Generating forecast for: HAL
[2025-10-11T14:11:19.461559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-10-11T14:11:19.470940] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HAL'.
[2025-10-11T14:11:19.471234] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-10-11T14:11:19.496352] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:19.497107] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-10-11T14:11:19.497163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:19.497196] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:19.497225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:19.497290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:19.514283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:19.514850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:19.514931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:19.514963] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:19.549108] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:19.549223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:19.549260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:19.549289] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:19.553137] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-10-11T14:11:19.553399] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-10-11T14:11:19.553537] [INFO ] [sig       ] HAL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:19.693820] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HAL.txt
[2025-10-11T14:11:19.694083] [INFO ] [sig       ] [844/1823] Completed HAL in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:19.694128] [INFO ] [sig       ] [845/1823] Forecasting HASI...
[2025-10-11T14:11:19.694158] [INFO ] [sig       ] Generating forecast for: HASI
[2025-10-11T14:11:19.694190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-10-11T14:11:19.704376] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HASI'.
[2025-10-11T14:11:19.704771] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-10-11T14:11:19.730060] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:19.730824] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-10-11T14:11:19.730879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:19.730912] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:19.730940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:19.730996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:19.747990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:19.748539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:19.748624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:19.748689] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:19.784205] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:19.784336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:19.784374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:19.784403] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:19.787749] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=72.12%)
[2025-10-11T14:11:19.788017] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-10-11T14:11:19.788158] [INFO ] [sig       ] HASI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:19.927560] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HASI.txt
[2025-10-11T14:11:19.927824] [INFO ] [sig       ] [845/1823] Completed HASI in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:19.927886] [INFO ] [sig       ] [846/1823] Forecasting HAYW...
[2025-10-11T14:11:19.927919] [INFO ] [sig       ] Generating forecast for: HAYW
[2025-10-11T14:11:19.927951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'.
[2025-10-11T14:11:19.937299] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HAYW'.
[2025-10-11T14:11:19.937601] [INFO ] [FORECASTER] Starting predict_future for HAYW
[2025-10-11T14:11:19.962603] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:19.963363] [DEBUG] [LOCAL     ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt
[2025-10-11T14:11:19.963417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:19.963451] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:19.963478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:19.963536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:19.980509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:19.981145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:19.981225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:19.981259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:20.016574] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:20.016732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:20.016780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:20.016810] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:20.019989] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: DOWN (p=24.44%)
[2025-10-11T14:11:20.020254] [INFO ] [FORECASTER] Completed predict_future for HAYW
[2025-10-11T14:11:20.020395] [INFO ] [sig       ] HAYW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:20.158882] [INFO ] [LOCAL     ] Saved forecast: HAYW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HAYW.txt
[2025-10-11T14:11:20.159127] [INFO ] [sig       ] [846/1823] Completed HAYW in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:20.159177] [INFO ] [sig       ] [847/1823] Forecasting HBB...
[2025-10-11T14:11:20.159209] [INFO ] [sig       ] Generating forecast for: HBB
[2025-10-11T14:11:20.159242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-10-11T14:11:20.168621] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HBB'.
[2025-10-11T14:11:20.168996] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-10-11T14:11:20.194021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:20.194799] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-10-11T14:11:20.194855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:20.194889] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:20.194917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:20.194973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:20.211919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:20.212513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:20.212596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:20.212630] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:20.254244] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:20.254459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:20.254533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:20.254586] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:20.258683] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-10-11T14:11:20.259022] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-10-11T14:11:20.259176] [INFO ] [sig       ] HBB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:20.400127] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HBB.txt
[2025-10-11T14:11:20.400416] [INFO ] [sig       ] [847/1823] Completed HBB in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:20.400509] [INFO ] [sig       ] [848/1823] Forecasting HBI...
[2025-10-11T14:11:20.400549] [INFO ] [sig       ] Generating forecast for: HBI
[2025-10-11T14:11:20.400582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'.
[2025-10-11T14:11:20.410804] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HBI'.
[2025-10-11T14:11:20.411293] [INFO ] [FORECASTER] Starting predict_future for HBI
[2025-10-11T14:11:20.437244] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:20.437989] [DEBUG] [LOCAL     ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt
[2025-10-11T14:11:20.438044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:20.438078] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:20.438113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:20.438169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:20.455191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:20.456026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:20.456133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:20.456174] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:20.493783] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:20.493941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:20.493982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:20.494011] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:20.497488] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2025-10-11T14:11:20.497808] [INFO ] [FORECASTER] Completed predict_future for HBI
[2025-10-11T14:11:20.497982] [INFO ] [sig       ] HBI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:20.640672] [INFO ] [LOCAL     ] Saved forecast: HBI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HBI.txt
[2025-10-11T14:11:20.640935] [INFO ] [sig       ] [848/1823] Completed HBI in 0.2s | 4.10 sym/s | Total: 3.4m | ETA: 4.0m
[2025-10-11T14:11:20.640981] [INFO ] [sig       ] [849/1823] Forecasting HBM...
[2025-10-11T14:11:20.641012] [INFO ] [sig       ] Generating forecast for: HBM
[2025-10-11T14:11:20.641045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-10-11T14:11:20.650460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HBM'.
[2025-10-11T14:11:20.650766] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-10-11T14:11:20.676377] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:20.677151] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-10-11T14:11:20.677205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:20.677239] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:20.677267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:20.677324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:20.694500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:20.695082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:20.695165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:20.695199] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:20.732821] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:20.732978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:20.733034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:20.733081] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:20.736906] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-10-11T14:11:20.737220] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-10-11T14:11:20.737367] [INFO ] [sig       ] HBM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:20.890252] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HBM.txt
[2025-10-11T14:11:20.890484] [INFO ] [sig       ] [849/1823] Completed HBM in 0.2s | 4.10 sym/s | Total: 3.5m | ETA: 4.0m
[2025-10-11T14:11:20.890528] [INFO ] [sig       ] [850/1823] Forecasting HCA...
[2025-10-11T14:11:20.890559] [INFO ] [sig       ] Generating forecast for: HCA
[2025-10-11T14:11:20.890591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-10-11T14:11:20.900255] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HCA'.
[2025-10-11T14:11:20.900622] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-10-11T14:11:20.926278] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:20.927061] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-10-11T14:11:20.927118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:20.927152] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:20.927180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:20.927242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:20.944074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:20.944670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:20.944762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:20.944796] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:20.983678] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:20.983858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:20.983939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:20.984006] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:20.987663] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-10-11T14:11:20.987947] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-10-11T14:11:20.988086] [INFO ] [sig       ] HCA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:21.152885] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HCA.txt
[2025-10-11T14:11:21.153243] [INFO ] [sig       ] [850/1823] Completed HCA in 0.3s | 4.10 sym/s | Total: 3.5m | ETA: 4.0m
[2025-10-11T14:11:21.153314] [INFO ] [sig       ] [851/1823] Forecasting HCC...
[2025-10-11T14:11:21.153348] [INFO ] [sig       ] Generating forecast for: HCC
[2025-10-11T14:11:21.153401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-10-11T14:11:21.162631] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HCC'.
[2025-10-11T14:11:21.163000] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-10-11T14:11:21.191280] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:21.192064] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-10-11T14:11:21.192122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:21.192174] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:21.192240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:21.192325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:21.213585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:21.214330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:21.214422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:21.214457] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:21.252204] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:21.252382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:21.252443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:21.252500] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:21.256448] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-10-11T14:11:21.256806] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-10-11T14:11:21.256961] [INFO ] [sig       ] HCC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:21.426368] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HCC.txt
[2025-10-11T14:11:21.426704] [INFO ] [sig       ] [851/1823] Completed HCC in 0.3s | 4.10 sym/s | Total: 3.5m | ETA: 4.0m
[2025-10-11T14:11:21.426768] [INFO ] [sig       ] [852/1823] Forecasting HCI...
[2025-10-11T14:11:21.426808] [INFO ] [sig       ] Generating forecast for: HCI
[2025-10-11T14:11:21.426843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-10-11T14:11:21.436506] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HCI'.
[2025-10-11T14:11:21.436900] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-10-11T14:11:21.465286] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:21.466222] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-10-11T14:11:21.466279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:21.466314] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:21.466343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:21.466401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:21.492248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:21.493437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:21.493576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:21.493672] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:21.532681] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:21.532820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:21.532859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:21.532889] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:21.536540] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-10-11T14:11:21.536897] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-10-11T14:11:21.537083] [INFO ] [sig       ] HCI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:21.714255] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HCI.txt
[2025-10-11T14:11:21.714561] [INFO ] [sig       ] [852/1823] Completed HCI in 0.3s | 4.10 sym/s | Total: 3.5m | ETA: 4.0m
[2025-10-11T14:11:21.714664] [INFO ] [sig       ] [853/1823] Forecasting HD...
[2025-10-11T14:11:21.714730] [INFO ] [sig       ] Generating forecast for: HD
[2025-10-11T14:11:21.714790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-10-11T14:11:21.725417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HD'.
[2025-10-11T14:11:21.725918] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-10-11T14:11:21.756263] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:21.757477] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-10-11T14:11:21.757536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:21.757571] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:21.757599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:21.757686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:21.780132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:21.780781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:21.780871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:21.780906] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:21.818808] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:21.818930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:21.819004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:21.819062] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:21.822954] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-10-11T14:11:21.823236] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-10-11T14:11:21.823377] [INFO ] [sig       ] HD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:21.994578] [INFO ] [LOCAL     ] Saved forecast: HD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HD.txt
[2025-10-11T14:11:21.994870] [INFO ] [sig       ] [853/1823] Completed HD in 0.3s | 4.10 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:21.994930] [INFO ] [sig       ] [854/1823] Forecasting HDB...
[2025-10-11T14:11:21.994965] [INFO ] [sig       ] Generating forecast for: HDB
[2025-10-11T14:11:21.995007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-10-11T14:11:22.005675] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HDB'.
[2025-10-11T14:11:22.006139] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-10-11T14:11:22.036412] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:22.037287] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-10-11T14:11:22.037346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:22.037395] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:22.037447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:22.037559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:22.059947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:22.060716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:22.060811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:22.060846] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:22.100547] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:22.100692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:22.100747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:22.100780] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:22.104485] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-10-11T14:11:22.104811] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-10-11T14:11:22.104958] [INFO ] [sig       ] HDB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:22.274776] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HDB.txt
[2025-10-11T14:11:22.275149] [INFO ] [sig       ] [854/1823] Completed HDB in 0.3s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:22.275225] [INFO ] [sig       ] [855/1823] Forecasting HE...
[2025-10-11T14:11:22.275271] [INFO ] [sig       ] Generating forecast for: HE
[2025-10-11T14:11:22.275307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-10-11T14:11:22.285827] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HE'.
[2025-10-11T14:11:22.286191] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-10-11T14:11:22.316694] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:22.317582] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-10-11T14:11:22.317666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:22.317724] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:22.317756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:22.317826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:22.337894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:22.338499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:22.338614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:22.338692] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:22.380016] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:22.380159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:22.380230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:22.380265] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:22.384022] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2025-10-11T14:11:22.384391] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-10-11T14:11:22.384540] [INFO ] [sig       ] HE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:22.544170] [INFO ] [LOCAL     ] Saved forecast: HE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HE.txt
[2025-10-11T14:11:22.544432] [INFO ] [sig       ] [855/1823] Completed HE in 0.3s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:22.544479] [INFO ] [sig       ] [856/1823] Forecasting HEI...
[2025-10-11T14:11:22.544511] [INFO ] [sig       ] Generating forecast for: HEI
[2025-10-11T14:11:22.544548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-10-11T14:11:22.554380] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HEI'.
[2025-10-11T14:11:22.554768] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-10-11T14:11:22.581223] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:22.582078] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-10-11T14:11:22.582135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:22.582172] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:22.582201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:22.582260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:22.600242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:22.601197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:22.601287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:22.601322] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:22.636533] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:22.636680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:22.636736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:22.636768] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:22.639919] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-10-11T14:11:22.640184] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-10-11T14:11:22.640327] [INFO ] [sig       ] HEI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:22.781220] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HEI.txt
[2025-10-11T14:11:22.781458] [INFO ] [sig       ] [856/1823] Completed HEI in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:22.781501] [INFO ] [sig       ] [857/1823] Forecasting HEQ...
[2025-10-11T14:11:22.781532] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-10-11T14:11:22.781564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-10-11T14:11:22.791478] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HEQ'.
[2025-10-11T14:11:22.791819] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-10-11T14:11:22.816721] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:22.817434] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-10-11T14:11:22.817491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:22.817523] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:22.817550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:22.817606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:22.834639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:22.835218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:22.835302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:22.835353] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:22.874382] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:22.874513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:22.875034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:22.875074] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:22.878780] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-10-11T14:11:22.879090] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-10-11T14:11:22.879254] [INFO ] [sig       ] HEQ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:23.028238] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HEQ.txt
[2025-10-11T14:11:23.028511] [INFO ] [sig       ] [857/1823] Completed HEQ in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:23.028576] [INFO ] [sig       ] [858/1823] Forecasting HESM...
[2025-10-11T14:11:23.028610] [INFO ] [sig       ] Generating forecast for: HESM
[2025-10-11T14:11:23.028666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-10-11T14:11:23.037919] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HESM'.
[2025-10-11T14:11:23.038235] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-10-11T14:11:23.064738] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:23.065452] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-10-11T14:11:23.065506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:23.065540] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:23.065568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:23.065630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:23.084084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:23.084722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:23.084813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:23.084847] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:23.123809] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:23.123938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:23.123978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:23.124007] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:23.127450] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-10-11T14:11:23.127795] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-10-11T14:11:23.127957] [INFO ] [sig       ] HESM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:23.269733] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HESM.txt
[2025-10-11T14:11:23.270003] [INFO ] [sig       ] [858/1823] Completed HESM in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:23.270049] [INFO ] [sig       ] [859/1823] Forecasting HFRO...
[2025-10-11T14:11:23.270081] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-10-11T14:11:23.270121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-10-11T14:11:23.278880] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HFRO'.
[2025-10-11T14:11:23.279167] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-10-11T14:11:23.304328] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:23.305121] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-10-11T14:11:23.305196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:23.305231] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:23.305258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:23.305315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:23.322409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:23.322991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:23.323072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:23.323112] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:23.360582] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:23.360731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:23.360784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:23.360815] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:23.364073] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-10-11T14:11:23.364370] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-10-11T14:11:23.364512] [INFO ] [sig       ] HFRO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:23.504473] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HFRO.txt
[2025-10-11T14:11:23.504763] [INFO ] [sig       ] [859/1823] Completed HFRO in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:23.504825] [INFO ] [sig       ] [860/1823] Forecasting HGER...
[2025-10-11T14:11:23.504861] [INFO ] [sig       ] Generating forecast for: HGER
[2025-10-11T14:11:23.504894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'.
[2025-10-11T14:11:23.513711] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HGER'.
[2025-10-11T14:11:23.514051] [INFO ] [FORECASTER] Starting predict_future for HGER
[2025-10-11T14:11:23.539072] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:23.539891] [DEBUG] [LOCAL     ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt
[2025-10-11T14:11:23.539961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:23.540036] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:23.540094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:23.540193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:23.561386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:23.562144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:23.562235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:23.562271] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:23.604969] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:23.605111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:23.605162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:23.605199] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:23.609368] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: UP (p=78.87%)
[2025-10-11T14:11:23.609675] [INFO ] [FORECASTER] Completed predict_future for HGER
[2025-10-11T14:11:23.609833] [INFO ] [sig       ] HGER: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:23.774634] [INFO ] [LOCAL     ] Saved forecast: HGER	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HGER.txt
[2025-10-11T14:11:23.774935] [INFO ] [sig       ] [860/1823] Completed HGER in 0.3s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:23.774986] [INFO ] [sig       ] [861/1823] Forecasting HGLB...
[2025-10-11T14:11:23.775019] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-10-11T14:11:23.775085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-10-11T14:11:23.784813] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HGLB'.
[2025-10-11T14:11:23.785104] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-10-11T14:11:23.811799] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:23.812524] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-10-11T14:11:23.812578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:23.812612] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:23.812639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:23.812745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:23.830566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:23.831205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:23.831305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:23.831340] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:23.869877] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:23.870006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:23.870047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:23.870075] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:23.873447] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-10-11T14:11:23.873759] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-10-11T14:11:23.873912] [INFO ] [sig       ] HGLB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:24.019456] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HGLB.txt
[2025-10-11T14:11:24.019714] [INFO ] [sig       ] [861/1823] Completed HGLB in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:24.019782] [INFO ] [sig       ] [862/1823] Forecasting HGTY...
[2025-10-11T14:11:24.019815] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-10-11T14:11:24.019848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-10-11T14:11:24.028637] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HGTY'.
[2025-10-11T14:11:24.028945] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-10-11T14:11:24.055193] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:24.055992] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-10-11T14:11:24.056049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:24.056085] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:24.056115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:24.056175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:24.073715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:24.074270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:24.074352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:24.074387] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:24.112857] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:24.112968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:24.113012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:24.113043] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:24.116318] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-10-11T14:11:24.116663] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-10-11T14:11:24.116824] [INFO ] [sig       ] HGTY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:24.261304] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HGTY.txt
[2025-10-11T14:11:24.261534] [INFO ] [sig       ] [862/1823] Completed HGTY in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:24.261577] [INFO ] [sig       ] [863/1823] Forecasting HGV...
[2025-10-11T14:11:24.261608] [INFO ] [sig       ] Generating forecast for: HGV
[2025-10-11T14:11:24.261663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'.
[2025-10-11T14:11:24.270505] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HGV'.
[2025-10-11T14:11:24.270788] [INFO ] [FORECASTER] Starting predict_future for HGV
[2025-10-11T14:11:24.296471] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:24.297248] [DEBUG] [LOCAL     ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt
[2025-10-11T14:11:24.297305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:24.297340] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:24.297370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:24.297429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:24.315189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:24.315781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:24.315863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:24.315899] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:24.354808] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:24.354907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:24.354945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:24.354975] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:24.358225] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-10-11T14:11:24.358491] [INFO ] [FORECASTER] Completed predict_future for HGV
[2025-10-11T14:11:24.358629] [INFO ] [sig       ] HGV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:24.507390] [INFO ] [LOCAL     ] Saved forecast: HGV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HGV.txt
[2025-10-11T14:11:24.507634] [INFO ] [sig       ] [863/1823] Completed HGV in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:24.507718] [INFO ] [sig       ] [864/1823] Forecasting HHH...
[2025-10-11T14:11:24.507755] [INFO ] [sig       ] Generating forecast for: HHH
[2025-10-11T14:11:24.507789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-10-11T14:11:24.517829] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HHH'.
[2025-10-11T14:11:24.518191] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-10-11T14:11:24.545376] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:24.546134] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-10-11T14:11:24.546192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:24.546229] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:24.546257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:24.546314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:24.564283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:24.564910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:24.564995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:24.565047] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:24.601431] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:24.601521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:24.601579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:24.601612] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:24.604807] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-10-11T14:11:24.605062] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-10-11T14:11:24.605206] [INFO ] [sig       ] HHH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:24.748623] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HHH.txt
[2025-10-11T14:11:24.748881] [INFO ] [sig       ] [864/1823] Completed HHH in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:24.748928] [INFO ] [sig       ] [865/1823] Forecasting HI...
[2025-10-11T14:11:24.748960] [INFO ] [sig       ] Generating forecast for: HI
[2025-10-11T14:11:24.748992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-10-11T14:11:24.758714] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HI'.
[2025-10-11T14:11:24.758982] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-10-11T14:11:24.784590] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:24.785358] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-10-11T14:11:24.785415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:24.785450] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:24.785478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:24.785538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:24.803657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:24.804215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:24.804297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:24.804331] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:24.843362] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:24.843474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:24.843514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:24.843545] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:24.846973] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-10-11T14:11:24.847240] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-10-11T14:11:24.847381] [INFO ] [sig       ] HI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:24.988362] [INFO ] [LOCAL     ] Saved forecast: HI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HI.txt
[2025-10-11T14:11:24.988577] [INFO ] [sig       ] [865/1823] Completed HI in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:24.988620] [INFO ] [sig       ] [866/1823] Forecasting HIG...
[2025-10-11T14:11:24.988686] [INFO ] [sig       ] Generating forecast for: HIG
[2025-10-11T14:11:24.988735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-10-11T14:11:24.997688] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIG'.
[2025-10-11T14:11:24.997952] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-10-11T14:11:25.022880] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:25.023602] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-10-11T14:11:25.023697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:25.023748] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:25.023780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:25.023840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:25.041052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:25.041606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:25.041711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:25.041757] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:25.079835] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:25.079936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:25.079975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:25.080005] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:25.083326] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-10-11T14:11:25.083595] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-10-11T14:11:25.083766] [INFO ] [sig       ] HIG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:25.229728] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HIG.txt
[2025-10-11T14:11:25.230046] [INFO ] [sig       ] [866/1823] Completed HIG in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:25.230109] [INFO ] [sig       ] [867/1823] Forecasting HII...
[2025-10-11T14:11:25.230143] [INFO ] [sig       ] Generating forecast for: HII
[2025-10-11T14:11:25.230177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-10-11T14:11:25.240747] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HII'.
[2025-10-11T14:11:25.241209] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-10-11T14:11:25.267624] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:25.268470] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-10-11T14:11:25.268528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:25.268615] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:25.268685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:25.268761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:25.285996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:25.287050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:25.287145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:25.287180] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:25.326561] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:25.326797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:25.326850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:25.326881] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:25.331663] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2025-10-11T14:11:25.332072] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-10-11T14:11:25.332240] [INFO ] [sig       ] HII: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:25.494939] [INFO ] [LOCAL     ] Saved forecast: HII	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HII.txt
[2025-10-11T14:11:25.495210] [INFO ] [sig       ] [867/1823] Completed HII in 0.3s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:25.495254] [INFO ] [sig       ] [868/1823] Forecasting HIMS...
[2025-10-11T14:11:25.495286] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-10-11T14:11:25.495319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-10-11T14:11:25.505471] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIMS'.
[2025-10-11T14:11:25.505916] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-10-11T14:11:25.532233] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:25.533021] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-10-11T14:11:25.533078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:25.533113] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:25.533141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:25.533227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:25.551014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:25.551684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:25.551776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:25.551812] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:25.596413] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:25.596546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:25.596606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:25.596689] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:25.600161] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2025-10-11T14:11:25.600434] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-10-11T14:11:25.600578] [INFO ] [sig       ] HIMS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:25.743165] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HIMS.txt
[2025-10-11T14:11:25.743442] [INFO ] [sig       ] [868/1823] Completed HIMS in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:25.743486] [INFO ] [sig       ] [869/1823] Forecasting HIO...
[2025-10-11T14:11:25.743517] [INFO ] [sig       ] Generating forecast for: HIO
[2025-10-11T14:11:25.743549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-10-11T14:11:25.752364] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIO'.
[2025-10-11T14:11:25.752665] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-10-11T14:11:25.777546] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:25.778260] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-10-11T14:11:25.778314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:25.778347] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:25.778375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:25.778432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:25.795220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:25.795802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:25.795884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:25.795918] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:25.830356] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:25.830460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:25.830498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:25.830526] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:25.833786] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-10-11T14:11:25.834048] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-10-11T14:11:25.834216] [INFO ] [sig       ] HIO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:25.976704] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HIO.txt
[2025-10-11T14:11:25.976963] [INFO ] [sig       ] [869/1823] Completed HIO in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:25.977008] [INFO ] [sig       ] [870/1823] Forecasting HIPO...
[2025-10-11T14:11:25.977040] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-10-11T14:11:25.977072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-10-11T14:11:25.986560] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIPO'.
[2025-10-11T14:11:25.986895] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-10-11T14:11:26.012908] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:26.013788] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-10-11T14:11:26.013845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:26.013881] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:26.013911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:26.013972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:26.031479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:26.032082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:26.032171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:26.032209] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:26.069325] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:26.069418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:26.069454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:26.069483] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:26.072681] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-10-11T14:11:26.072950] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-10-11T14:11:26.073092] [INFO ] [sig       ] HIPO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:26.218720] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HIPO.txt
[2025-10-11T14:11:26.218971] [INFO ] [sig       ] [870/1823] Completed HIPO in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:26.219032] [INFO ] [sig       ] [871/1823] Forecasting HIW...
[2025-10-11T14:11:26.219066] [INFO ] [sig       ] Generating forecast for: HIW
[2025-10-11T14:11:26.219098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'.
[2025-10-11T14:11:26.231227] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIW'.
[2025-10-11T14:11:26.231575] [INFO ] [FORECASTER] Starting predict_future for HIW
[2025-10-11T14:11:26.257165] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:26.257887] [DEBUG] [LOCAL     ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt
[2025-10-11T14:11:26.257942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:26.257975] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:26.258003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:26.258059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:26.274912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:26.275512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:26.275596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:26.275630] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:26.313160] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:26.313250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:26.313285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:26.313313] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:26.316410] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-10-11T14:11:26.316731] [INFO ] [FORECASTER] Completed predict_future for HIW
[2025-10-11T14:11:26.316877] [INFO ] [sig       ] HIW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:26.458922] [INFO ] [LOCAL     ] Saved forecast: HIW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HIW.txt
[2025-10-11T14:11:26.459184] [INFO ] [sig       ] [871/1823] Completed HIW in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:26.459230] [INFO ] [sig       ] [872/1823] Forecasting HIX...
[2025-10-11T14:11:26.459261] [INFO ] [sig       ] Generating forecast for: HIX
[2025-10-11T14:11:26.459293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-10-11T14:11:26.467825] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HIX'.
[2025-10-11T14:11:26.468085] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-10-11T14:11:26.493403] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:26.494211] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-10-11T14:11:26.494267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:26.494303] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:26.494331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:26.494390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:26.512477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:26.513222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:26.513305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:26.513340] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:26.549444] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:26.549537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:26.549574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:26.549634] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:26.552806] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=35.35%)
[2025-10-11T14:11:26.553056] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-10-11T14:11:26.553191] [INFO ] [sig       ] HIX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:26.692746] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HIX.txt
[2025-10-11T14:11:26.692983] [INFO ] [sig       ] [872/1823] Completed HIX in 0.2s | 4.09 sym/s | Total: 3.5m | ETA: 3.9m
[2025-10-11T14:11:26.693026] [INFO ] [sig       ] [873/1823] Forecasting HKD...
[2025-10-11T14:11:26.693056] [INFO ] [sig       ] Generating forecast for: HKD
[2025-10-11T14:11:26.693087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'.
[2025-10-11T14:11:26.701611] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HKD'.
[2025-10-11T14:11:26.701892] [INFO ] [FORECASTER] Starting predict_future for HKD
[2025-10-11T14:11:26.726807] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:26.727483] [DEBUG] [LOCAL     ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt
[2025-10-11T14:11:26.727537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:26.727583] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:26.727612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:26.727689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:26.744662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:26.745256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:26.745354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:26.745393] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:26.781283] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:26.781373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:26.781409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:26.781437] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:26.784525] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-10-11T14:11:26.784824] [INFO ] [FORECASTER] Completed predict_future for HKD
[2025-10-11T14:11:26.785001] [INFO ] [sig       ] HKD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:26.925454] [INFO ] [LOCAL     ] Saved forecast: HKD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HKD.txt
[2025-10-11T14:11:26.925701] [INFO ] [sig       ] [873/1823] Completed HKD in 0.2s | 4.09 sym/s | Total: 3.6m | ETA: 3.9m
[2025-10-11T14:11:26.925762] [INFO ] [sig       ] [874/1823] Forecasting HL...
[2025-10-11T14:11:26.925796] [INFO ] [sig       ] Generating forecast for: HL
[2025-10-11T14:11:26.925829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-10-11T14:11:26.934409] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HL'.
[2025-10-11T14:11:26.934714] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-10-11T14:11:26.959514] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:26.960261] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-10-11T14:11:26.960315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:26.960349] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:26.960380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:26.960438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:26.977729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:26.978255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:26.978334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:26.978367] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:27.014212] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:27.014312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:27.014349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:27.014377] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:27.017575] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-10-11T14:11:27.017868] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-10-11T14:11:27.018013] [INFO ] [sig       ] HL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:27.162170] [INFO ] [LOCAL     ] Saved forecast: HL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HL.txt
[2025-10-11T14:11:27.162467] [INFO ] [sig       ] [874/1823] Completed HL in 0.2s | 4.09 sym/s | Total: 3.6m | ETA: 3.9m
[2025-10-11T14:11:27.162529] [INFO ] [sig       ] [875/1823] Forecasting HLF...
[2025-10-11T14:11:27.162563] [INFO ] [sig       ] Generating forecast for: HLF
[2025-10-11T14:11:27.162596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-10-11T14:11:27.173303] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLF'.
[2025-10-11T14:11:27.173599] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-10-11T14:11:27.199322] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:27.200061] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-10-11T14:11:27.200117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:27.200149] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:27.200177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:27.200234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:27.217129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:27.217733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:27.217815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:27.217848] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:27.255384] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:27.255477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:27.255514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:27.255542] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:27.258866] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-10-11T14:11:27.259128] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-10-11T14:11:27.259266] [INFO ] [sig       ] HLF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:27.400596] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HLF.txt
[2025-10-11T14:11:27.400913] [INFO ] [sig       ] [875/1823] Completed HLF in 0.2s | 4.09 sym/s | Total: 3.6m | ETA: 3.9m
[2025-10-11T14:11:27.400964] [INFO ] [sig       ] [876/1823] Forecasting HLI...
[2025-10-11T14:11:27.400996] [INFO ] [sig       ] Generating forecast for: HLI
[2025-10-11T14:11:27.401027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-10-11T14:11:27.410161] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLI'.
[2025-10-11T14:11:27.410574] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-10-11T14:11:27.435485] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:27.436289] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-10-11T14:11:27.436345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:27.436380] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:27.436409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:27.436466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:27.453811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:27.454431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:27.454515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:27.454548] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:27.490589] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:27.490777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:27.490828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:27.490860] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:27.494432] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2025-10-11T14:11:27.494745] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-10-11T14:11:27.494898] [INFO ] [sig       ] HLI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:27.635093] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HLI.txt
[2025-10-11T14:11:27.635326] [INFO ] [sig       ] [876/1823] Completed HLI in 0.2s | 4.09 sym/s | Total: 3.6m | ETA: 3.9m
[2025-10-11T14:11:27.635370] [INFO ] [sig       ] [877/1823] Forecasting HLIO...
[2025-10-11T14:11:27.635401] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-10-11T14:11:27.635440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-10-11T14:11:27.644322] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLIO'.
[2025-10-11T14:11:27.644593] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-10-11T14:11:27.670007] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:27.670762] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-10-11T14:11:27.670817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:27.670850] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:27.670878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:27.670936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:27.687991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:27.688545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:27.688625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:27.688692] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:27.725312] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:27.725466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:27.725508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:27.725538] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:27.730210] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=36.28%)
[2025-10-11T14:11:27.730595] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-10-11T14:11:27.730789] [INFO ] [sig       ] HLIO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:27.871184] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HLIO.txt
[2025-10-11T14:11:27.871413] [INFO ] [sig       ] [877/1823] Completed HLIO in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.9m
[2025-10-11T14:11:27.871456] [INFO ] [sig       ] [878/1823] Forecasting HLLY...
[2025-10-11T14:11:27.871487] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-10-11T14:11:27.871519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-10-11T14:11:27.880462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLLY'.
[2025-10-11T14:11:27.880781] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-10-11T14:11:27.905919] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:27.906712] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-10-11T14:11:27.906774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:27.906808] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:27.906836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:27.906893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:27.923893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:27.924426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:27.924512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:27.924546] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:27.960446] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:27.960586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:27.960631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:27.960698] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:27.964053] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-10-11T14:11:27.964314] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-10-11T14:11:27.964449] [INFO ] [sig       ] HLLY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:28.105808] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HLLY.txt
[2025-10-11T14:11:28.106035] [INFO ] [sig       ] [878/1823] Completed HLLY in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:28.106096] [INFO ] [sig       ] [879/1823] Forecasting HLN...
[2025-10-11T14:11:28.106131] [INFO ] [sig       ] Generating forecast for: HLN
[2025-10-11T14:11:28.106164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-10-11T14:11:28.115105] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLN'.
[2025-10-11T14:11:28.115398] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-10-11T14:11:28.140405] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:28.141146] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-10-11T14:11:28.141205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:28.141239] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:28.141269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:28.141329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:28.158415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:28.158985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:28.159066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:28.159100] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:28.192080] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:28.192178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:28.192214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:28.192242] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:28.195441] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-10-11T14:11:28.195731] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-10-11T14:11:28.195870] [INFO ] [sig       ] HLN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:28.335721] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HLN.txt
[2025-10-11T14:11:28.335923] [INFO ] [sig       ] [879/1823] Completed HLN in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:28.335965] [INFO ] [sig       ] [880/1823] Forecasting HLT...
[2025-10-11T14:11:28.335996] [INFO ] [sig       ] Generating forecast for: HLT
[2025-10-11T14:11:28.336027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'.
[2025-10-11T14:11:28.344786] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLT'.
[2025-10-11T14:11:28.345071] [INFO ] [FORECASTER] Starting predict_future for HLT
[2025-10-11T14:11:28.370728] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:28.371454] [DEBUG] [LOCAL     ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt
[2025-10-11T14:11:28.371508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:28.371605] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:28.371668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:28.371749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:28.389213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:28.389814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:28.389896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:28.389929] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:28.423123] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:28.423211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:28.423247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:28.423275] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:28.426339] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-10-11T14:11:28.426614] [INFO ] [FORECASTER] Completed predict_future for HLT
[2025-10-11T14:11:28.426813] [INFO ] [sig       ] HLT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:28.566492] [INFO ] [LOCAL     ] Saved forecast: HLT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HLT.txt
[2025-10-11T14:11:28.566770] [INFO ] [sig       ] [880/1823] Completed HLT in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:28.566832] [INFO ] [sig       ] [881/1823] Forecasting HLX...
[2025-10-11T14:11:28.566866] [INFO ] [sig       ] Generating forecast for: HLX
[2025-10-11T14:11:28.566899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-10-11T14:11:28.575127] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HLX'.
[2025-10-11T14:11:28.575396] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-10-11T14:11:28.600726] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:28.601472] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-10-11T14:11:28.601526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:28.601561] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:28.601589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:28.601668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:28.618865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:28.619465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:28.619547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:28.619582] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:28.653320] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:28.653478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:28.653520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:28.653549] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:28.657014] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=82.85%)
[2025-10-11T14:11:28.657283] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-10-11T14:11:28.657417] [INFO ] [sig       ] HLX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:28.801349] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HLX.txt
[2025-10-11T14:11:28.801599] [INFO ] [sig       ] [881/1823] Completed HLX in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:28.801690] [INFO ] [sig       ] [882/1823] Forecasting HMC...
[2025-10-11T14:11:28.801745] [INFO ] [sig       ] Generating forecast for: HMC
[2025-10-11T14:11:28.801782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-10-11T14:11:28.810806] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HMC'.
[2025-10-11T14:11:28.811082] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-10-11T14:11:28.836462] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:28.837267] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-10-11T14:11:28.837333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:28.837374] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:28.837405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:28.837462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:28.854488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:28.855060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:28.855141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:28.855174] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:28.891103] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:28.891196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:28.891234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:28.891262] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:28.894405] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-10-11T14:11:28.894687] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-10-11T14:11:28.894829] [INFO ] [sig       ] HMC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:29.035265] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HMC.txt
[2025-10-11T14:11:29.035471] [INFO ] [sig       ] [882/1823] Completed HMC in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:29.035514] [INFO ] [sig       ] [883/1823] Forecasting HMN...
[2025-10-11T14:11:29.035544] [INFO ] [sig       ] Generating forecast for: HMN
[2025-10-11T14:11:29.035576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-10-11T14:11:29.044087] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HMN'.
[2025-10-11T14:11:29.044356] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-10-11T14:11:29.069539] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:29.070244] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-10-11T14:11:29.070298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:29.070331] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:29.070359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:29.070416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:29.087392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:29.087962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:29.088042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:29.088076] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:29.120394] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:29.120479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:29.120515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:29.120543] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:29.123579] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-10-11T14:11:29.123862] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-10-11T14:11:29.124001] [INFO ] [sig       ] HMN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:29.263338] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HMN.txt
[2025-10-11T14:11:29.263544] [INFO ] [sig       ] [883/1823] Completed HMN in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:29.263587] [INFO ] [sig       ] [884/1823] Forecasting HMY...
[2025-10-11T14:11:29.263618] [INFO ] [sig       ] Generating forecast for: HMY
[2025-10-11T14:11:29.263677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-10-11T14:11:29.272392] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HMY'.
[2025-10-11T14:11:29.272692] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-10-11T14:11:29.297777] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:29.298449] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-10-11T14:11:29.298503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:29.298536] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:29.298564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:29.298621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:29.315569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:29.316140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:29.316221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:29.316255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:29.349882] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:29.349972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:29.350008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:29.350036] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:29.353059] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=54.64%)
[2025-10-11T14:11:29.353313] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-10-11T14:11:29.353443] [INFO ] [sig       ] HMY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:29.506427] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HMY.txt
[2025-10-11T14:11:29.506810] [INFO ] [sig       ] [884/1823] Completed HMY in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:29.506874] [INFO ] [sig       ] [885/1823] Forecasting HNI...
[2025-10-11T14:11:29.506910] [INFO ] [sig       ] Generating forecast for: HNI
[2025-10-11T14:11:29.506943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-10-11T14:11:29.516691] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HNI'.
[2025-10-11T14:11:29.517104] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-10-11T14:11:29.543490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:29.544297] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-10-11T14:11:29.544353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:29.544388] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:29.544416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:29.544474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:29.561875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:29.562767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:29.562867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:29.562901] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:29.606161] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:29.606341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:29.606404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:29.606436] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:29.610054] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-10-11T14:11:29.610353] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-10-11T14:11:29.610497] [INFO ] [sig       ] HNI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:29.755174] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HNI.txt
[2025-10-11T14:11:29.755430] [INFO ] [sig       ] [885/1823] Completed HNI in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:29.755473] [INFO ] [sig       ] [886/1823] Forecasting HOG...
[2025-10-11T14:11:29.755504] [INFO ] [sig       ] Generating forecast for: HOG
[2025-10-11T14:11:29.755536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-10-11T14:11:29.764728] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HOG'.
[2025-10-11T14:11:29.765094] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-10-11T14:11:29.792730] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:29.793511] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-10-11T14:11:29.793568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:29.793603] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:29.793637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:29.793743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:29.811764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:29.812366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:29.812453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:29.812487] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:29.850018] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:29.850121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:29.850161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:29.850192] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:29.853749] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-10-11T14:11:29.854074] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-10-11T14:11:29.854261] [INFO ] [sig       ] HOG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:29.998594] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HOG.txt
[2025-10-11T14:11:29.998880] [INFO ] [sig       ] [886/1823] Completed HOG in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:29.998935] [INFO ] [sig       ] [887/1823] Forecasting HOMB...
[2025-10-11T14:11:29.998968] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-10-11T14:11:29.999001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-10-11T14:11:30.008365] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HOMB'.
[2025-10-11T14:11:30.008708] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-10-11T14:11:30.034773] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:30.035495] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-10-11T14:11:30.035555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:30.035588] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:30.035632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:30.035731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:30.052866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:30.053441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:30.053520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:30.053554] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:30.089456] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:30.089568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:30.089608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:30.089639] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:30.093325] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-10-11T14:11:30.093612] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-10-11T14:11:30.093795] [INFO ] [sig       ] HOMB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:30.242350] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HOMB.txt
[2025-10-11T14:11:30.242590] [INFO ] [sig       ] [887/1823] Completed HOMB in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:30.242635] [INFO ] [sig       ] [888/1823] Forecasting HOUS...
[2025-10-11T14:11:30.242712] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-10-11T14:11:30.242752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-10-11T14:11:30.251822] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HOUS'.
[2025-10-11T14:11:30.252116] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-10-11T14:11:30.278507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:30.279259] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-10-11T14:11:30.279315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:30.279350] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:30.279379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:30.279436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:30.297159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:30.297759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:30.297849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:30.297902] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:30.329204] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:30.329296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:30.329332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:30.329361] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:30.332432] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-10-11T14:11:30.332713] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-10-11T14:11:30.332850] [INFO ] [sig       ] HOUS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:30.477123] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HOUS.txt
[2025-10-11T14:11:30.477344] [INFO ] [sig       ] [888/1823] Completed HOUS in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:30.477400] [INFO ] [sig       ] [889/1823] Forecasting HOV...
[2025-10-11T14:11:30.477457] [INFO ] [sig       ] Generating forecast for: HOV
[2025-10-11T14:11:30.477495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'.
[2025-10-11T14:11:30.486379] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HOV'.
[2025-10-11T14:11:30.486739] [INFO ] [FORECASTER] Starting predict_future for HOV
[2025-10-11T14:11:30.512188] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:30.512988] [DEBUG] [LOCAL     ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt
[2025-10-11T14:11:30.513047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:30.513083] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:30.513114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:30.513174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:30.530812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:30.531341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:30.531420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:30.531453] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:30.562241] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:30.562336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:30.562373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:30.562402] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:30.565638] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: UP (p=55.64%)
[2025-10-11T14:11:30.565929] [INFO ] [FORECASTER] Completed predict_future for HOV
[2025-10-11T14:11:30.566062] [INFO ] [sig       ] HOV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:30.719185] [INFO ] [LOCAL     ] Saved forecast: HOV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HOV.txt
[2025-10-11T14:11:30.719412] [INFO ] [sig       ] [889/1823] Completed HOV in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:30.719457] [INFO ] [sig       ] [890/1823] Forecasting HP...
[2025-10-11T14:11:30.719489] [INFO ] [sig       ] Generating forecast for: HP
[2025-10-11T14:11:30.719568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-10-11T14:11:30.728597] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HP'.
[2025-10-11T14:11:30.728914] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-10-11T14:11:30.755195] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:30.755964] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-10-11T14:11:30.756021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:30.756057] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:30.756086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:30.756146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:30.774520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:30.775117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:30.775214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:30.775269] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:30.805547] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:30.805638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:30.805717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:30.805753] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:30.809030] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=50.29%)
[2025-10-11T14:11:30.809294] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-10-11T14:11:30.809424] [INFO ] [sig       ] HP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:30.953075] [INFO ] [LOCAL     ] Saved forecast: HP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HP.txt
[2025-10-11T14:11:30.953306] [INFO ] [sig       ] [890/1823] Completed HP in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:30.953352] [INFO ] [sig       ] [891/1823] Forecasting HPE...
[2025-10-11T14:11:30.953382] [INFO ] [sig       ] Generating forecast for: HPE
[2025-10-11T14:11:30.953414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-10-11T14:11:30.962214] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPE'.
[2025-10-11T14:11:30.962544] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-10-11T14:11:30.989231] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:30.989973] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-10-11T14:11:30.990029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:30.990063] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:30.990092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:30.990161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:31.011299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:31.012141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:31.012227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:31.012263] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:31.050423] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:31.050517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:31.050554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:31.050585] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:31.053860] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-10-11T14:11:31.054122] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-10-11T14:11:31.054259] [INFO ] [sig       ] HPE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:31.198249] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HPE.txt
[2025-10-11T14:11:31.198487] [INFO ] [sig       ] [891/1823] Completed HPE in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:31.198548] [INFO ] [sig       ] [892/1823] Forecasting HPF...
[2025-10-11T14:11:31.198582] [INFO ] [sig       ] Generating forecast for: HPF
[2025-10-11T14:11:31.198614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-10-11T14:11:31.209635] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPF'.
[2025-10-11T14:11:31.209967] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-10-11T14:11:31.235309] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:31.236044] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-10-11T14:11:31.236098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:31.236134] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:31.236163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:31.236221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:31.253363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:31.253936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:31.254017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:31.254050] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:31.289060] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:31.289148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:31.289206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:31.289237] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:31.292257] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-10-11T14:11:31.292508] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-10-11T14:11:31.292679] [INFO ] [sig       ] HPF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:31.433856] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HPF.txt
[2025-10-11T14:11:31.434079] [INFO ] [sig       ] [892/1823] Completed HPF in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:31.434123] [INFO ] [sig       ] [893/1823] Forecasting HPI...
[2025-10-11T14:11:31.434154] [INFO ] [sig       ] Generating forecast for: HPI
[2025-10-11T14:11:31.434185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-10-11T14:11:31.443173] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPI'.
[2025-10-11T14:11:31.443474] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-10-11T14:11:31.469778] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:31.470518] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-10-11T14:11:31.470607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:31.470674] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:31.470739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:31.470829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:31.488861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:31.489414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:31.489494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:31.489531] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:31.525998] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:31.526091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:31.526128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:31.526156] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:31.529303] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-10-11T14:11:31.529561] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-10-11T14:11:31.529731] [INFO ] [sig       ] HPI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:31.680005] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HPI.txt
[2025-10-11T14:11:31.680239] [INFO ] [sig       ] [893/1823] Completed HPI in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:31.680284] [INFO ] [sig       ] [894/1823] Forecasting HPP...
[2025-10-11T14:11:31.680314] [INFO ] [sig       ] Generating forecast for: HPP
[2025-10-11T14:11:31.680346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-10-11T14:11:31.689457] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPP'.
[2025-10-11T14:11:31.689775] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-10-11T14:11:31.714903] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:31.715582] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-10-11T14:11:31.715637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:31.715714] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:31.715749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:31.715820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:31.732978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:31.733546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:31.733625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:31.733702] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:31.767597] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:31.767723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:31.767771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:31.767802] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:31.770962] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-10-11T14:11:31.771227] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-10-11T14:11:31.771361] [INFO ] [sig       ] HPP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:31.913418] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HPP.txt
[2025-10-11T14:11:31.913629] [INFO ] [sig       ] [894/1823] Completed HPP in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:31.913707] [INFO ] [sig       ] [895/1823] Forecasting HPQ...
[2025-10-11T14:11:31.913748] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-10-11T14:11:31.913781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-10-11T14:11:31.922708] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPQ'.
[2025-10-11T14:11:31.923004] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-10-11T14:11:31.948390] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:31.949147] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-10-11T14:11:31.949212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:31.949281] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:31.949323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:31.949383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:31.967283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:31.967861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:31.967943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:31.967976] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:32.002823] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:32.002911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:32.002947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:32.002976] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:32.006069] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=48.68%)
[2025-10-11T14:11:32.006326] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-10-11T14:11:32.006453] [INFO ] [sig       ] HPQ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:32.153384] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HPQ.txt
[2025-10-11T14:11:32.153716] [INFO ] [sig       ] [895/1823] Completed HPQ in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:32.153778] [INFO ] [sig       ] [896/1823] Forecasting HPS...
[2025-10-11T14:11:32.153813] [INFO ] [sig       ] Generating forecast for: HPS
[2025-10-11T14:11:32.153846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-10-11T14:11:32.163004] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HPS'.
[2025-10-11T14:11:32.163280] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-10-11T14:11:32.188872] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:32.189546] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-10-11T14:11:32.189600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:32.189633] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:32.189702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:32.189770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:32.206963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:32.207563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:32.207719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:32.207782] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:32.243480] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:32.243588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:32.243627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:32.243694] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:32.247092] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=84.59%)
[2025-10-11T14:11:32.247361] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-10-11T14:11:32.247490] [INFO ] [sig       ] HPS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:32.389823] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HPS.txt
[2025-10-11T14:11:32.390070] [INFO ] [sig       ] [896/1823] Completed HPS in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:32.390131] [INFO ] [sig       ] [897/1823] Forecasting HQH...
[2025-10-11T14:11:32.390192] [INFO ] [sig       ] Generating forecast for: HQH
[2025-10-11T14:11:32.390230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'.
[2025-10-11T14:11:32.399389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HQH'.
[2025-10-11T14:11:32.399696] [INFO ] [FORECASTER] Starting predict_future for HQH
[2025-10-11T14:11:32.425444] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:32.426189] [DEBUG] [LOCAL     ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt
[2025-10-11T14:11:32.426244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:32.426278] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:32.426308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:32.426367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:32.444142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:32.444733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:32.444818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:32.444852] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:32.478894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:32.478983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:32.479019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:32.479048] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:32.482191] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=84.49%)
[2025-10-11T14:11:32.482467] [INFO ] [FORECASTER] Completed predict_future for HQH
[2025-10-11T14:11:32.482614] [INFO ] [sig       ] HQH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:32.629871] [INFO ] [LOCAL     ] Saved forecast: HQH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HQH.txt
[2025-10-11T14:11:32.630171] [INFO ] [sig       ] [897/1823] Completed HQH in 0.2s | 4.10 sym/s | Total: 3.6m | ETA: 3.8m
[2025-10-11T14:11:32.630244] [INFO ] [sig       ] [898/1823] Forecasting HQL...
[2025-10-11T14:11:32.630280] [INFO ] [sig       ] Generating forecast for: HQL
[2025-10-11T14:11:32.630314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-10-11T14:11:32.639212] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HQL'.
[2025-10-11T14:11:32.639501] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-10-11T14:11:32.667515] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:32.668254] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-10-11T14:11:32.668310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:32.668344] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:32.668372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:32.668429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:32.685863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:32.686406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:32.686486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:32.686519] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:32.713476] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:32.713594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:32.713634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:32.713706] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:32.716984] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-10-11T14:11:32.717257] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-10-11T14:11:32.717388] [INFO ] [sig       ] HQL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:32.862007] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HQL.txt
[2025-10-11T14:11:32.862227] [INFO ] [sig       ] [898/1823] Completed HQL in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.8m
[2025-10-11T14:11:32.862271] [INFO ] [sig       ] [899/1823] Forecasting HR...
[2025-10-11T14:11:32.862302] [INFO ] [sig       ] Generating forecast for: HR
[2025-10-11T14:11:32.862333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'.
[2025-10-11T14:11:32.871463] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HR'.
[2025-10-11T14:11:32.871774] [INFO ] [FORECASTER] Starting predict_future for HR
[2025-10-11T14:11:32.897939] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:32.898708] [DEBUG] [LOCAL     ] No optimal features file found for HR: ./output/feature-sets/HR.txt
[2025-10-11T14:11:32.898765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:32.898800] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:32.898829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:32.898888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:32.916408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:32.917027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:32.917113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:32.917148] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:32.954472] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:32.954677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:32.954740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:32.954795] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:32.961473] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-10-11T14:11:32.961852] [INFO ] [FORECASTER] Completed predict_future for HR
[2025-10-11T14:11:32.962014] [INFO ] [sig       ] HR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:33.110084] [INFO ] [LOCAL     ] Saved forecast: HR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HR.txt
[2025-10-11T14:11:33.110471] [INFO ] [sig       ] [899/1823] Completed HR in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.8m
[2025-10-11T14:11:33.110536] [INFO ] [sig       ] [900/1823] Forecasting HRB...
[2025-10-11T14:11:33.110570] [INFO ] [sig       ] Generating forecast for: HRB
[2025-10-11T14:11:33.110604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-10-11T14:11:33.120838] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HRB'.
[2025-10-11T14:11:33.121169] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-10-11T14:11:33.146440] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:33.147172] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-10-11T14:11:33.147227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:33.147260] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:33.147288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:33.147345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:33.164190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:33.164803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:33.164887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:33.164921] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:33.201588] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:33.201703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:33.201752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:33.201782] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:33.204848] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-10-11T14:11:33.205103] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-10-11T14:11:33.205240] [INFO ] [sig       ] HRB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:33.343942] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HRB.txt
[2025-10-11T14:11:33.344175] [INFO ] [sig       ] [900/1823] Completed HRB in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.8m
[2025-10-11T14:11:33.344218] [INFO ] [sig       ] [901/1823] Forecasting HRI...
[2025-10-11T14:11:33.344249] [INFO ] [sig       ] Generating forecast for: HRI
[2025-10-11T14:11:33.344280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'.
[2025-10-11T14:11:33.354049] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'HRI'.
[2025-10-11T14:11:33.354386] [INFO ] [FORECASTER] Starting predict_future for HRI
[2025-10-11T14:11:33.380198] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:33.380930] [DEBUG] [LOCAL     ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt
[2025-10-11T14:11:33.380985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:33.381019] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:33.381048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:33.381106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:33.398192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:33.398967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:33.399056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:33.399090] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:33.434943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:33.435137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:33.435186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:33.435216] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:33.438923] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-10-11T14:11:33.439200] [INFO ] [FORECASTER] Completed predict_future for HRI
[2025-10-11T14:11:33.439345] [INFO ] [sig       ] HRI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:33.579892] [INFO ] [LOCAL     ] Saved forecast: HRI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HRI.txt
[2025-10-11T14:11:33.580207] [INFO ] [sig       ] [901/1823] Completed HRI in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:33.580254] [INFO ] [sig       ] [902/1823] Forecasting HRL...
[2025-10-11T14:11:33.580286] [INFO ] [sig       ] Generating forecast for: HRL
[2025-10-11T14:11:33.580319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-10-11T14:11:33.590376] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HRL'.
[2025-10-11T14:11:33.590729] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-10-11T14:11:33.624421] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:33.625424] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-10-11T14:11:33.625486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:33.625548] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:33.625615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:33.625759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:33.645589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:33.646320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:33.646411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:33.646447] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:33.697248] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:33.697455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:33.697513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:33.697554] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:33.702577] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-10-11T14:11:33.703018] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-10-11T14:11:33.703227] [INFO ] [sig       ] HRL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:33.870995] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HRL.txt
[2025-10-11T14:11:33.871236] [INFO ] [sig       ] [902/1823] Completed HRL in 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:33.871336] [INFO ] [sig       ] [903/1823] Forecasting HRTG...
[2025-10-11T14:11:33.871376] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-10-11T14:11:33.871410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-10-11T14:11:33.880090] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HRTG'.
[2025-10-11T14:11:33.880378] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-10-11T14:11:33.905499] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:33.906267] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-10-11T14:11:33.906322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:33.906356] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:33.906385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:33.906442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:33.923285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:33.923958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:33.924044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:33.924078] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:33.960347] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:33.960453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:33.960492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:33.960521] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:33.963766] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=36.19%)
[2025-10-11T14:11:33.964035] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-10-11T14:11:33.964178] [INFO ] [sig       ] HRTG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:34.105228] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HRTG.txt
[2025-10-11T14:11:34.105471] [INFO ] [sig       ] [903/1823] Completed HRTG in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:34.105516] [INFO ] [sig       ] [904/1823] Forecasting HSBC...
[2025-10-11T14:11:34.105547] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-10-11T14:11:34.105580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-10-11T14:11:34.114498] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HSBC'.
[2025-10-11T14:11:34.114846] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-10-11T14:11:34.140220] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:34.141034] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-10-11T14:11:34.141089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:34.141123] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:34.141151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:34.141207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:34.158283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:34.158888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:34.158971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:34.159005] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:34.193699] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:34.193801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:34.193839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:34.193867] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:34.197045] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-10-11T14:11:34.197305] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-10-11T14:11:34.197467] [INFO ] [sig       ] HSBC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:34.338147] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HSBC.txt
[2025-10-11T14:11:34.338370] [INFO ] [sig       ] [904/1823] Completed HSBC in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:34.338420] [INFO ] [sig       ] [905/1823] Forecasting HSHP...
[2025-10-11T14:11:34.338452] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-10-11T14:11:34.338484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-10-11T14:11:34.347660] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HSHP'.
[2025-10-11T14:11:34.348038] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-10-11T14:11:34.373768] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:34.374475] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-10-11T14:11:34.374530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:34.374564] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:34.374591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:34.374669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:34.391879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:34.392610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:34.392722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:34.392766] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:34.424080] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:34.424224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:34.424264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:34.424292] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:34.428693] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2025-10-11T14:11:34.429003] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-10-11T14:11:34.429143] [INFO ] [sig       ] HSHP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:34.568558] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HSHP.txt
[2025-10-11T14:11:34.568804] [INFO ] [sig       ] [905/1823] Completed HSHP in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:34.568865] [INFO ] [sig       ] [906/1823] Forecasting HSY...
[2025-10-11T14:11:34.568899] [INFO ] [sig       ] Generating forecast for: HSY
[2025-10-11T14:11:34.568933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-10-11T14:11:34.578675] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HSY'.
[2025-10-11T14:11:34.579101] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-10-11T14:11:34.605348] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:34.606185] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-10-11T14:11:34.606244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:34.606278] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:34.606306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:34.606364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:34.623379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:34.624201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:34.624294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:34.624328] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:34.662789] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:34.662968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:34.663018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:34.663067] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:34.666753] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-10-11T14:11:34.667076] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-10-11T14:11:34.667226] [INFO ] [sig       ] HSY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:34.840204] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HSY.txt
[2025-10-11T14:11:34.840472] [INFO ] [sig       ] [906/1823] Completed HSY in 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:34.840517] [INFO ] [sig       ] [907/1823] Forecasting HTD...
[2025-10-11T14:11:34.840548] [INFO ] [sig       ] Generating forecast for: HTD
[2025-10-11T14:11:34.840580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-10-11T14:11:34.852070] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HTD'.
[2025-10-11T14:11:34.852592] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-10-11T14:11:34.878467] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:34.879223] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-10-11T14:11:34.879278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:34.879310] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:34.879338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:34.879395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:34.896503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:34.897107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:34.897189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:34.897223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:34.933904] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:34.934012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:34.934050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:34.934079] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:34.937311] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-10-11T14:11:34.937576] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-10-11T14:11:34.937746] [INFO ] [sig       ] HTD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:35.077211] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HTD.txt
[2025-10-11T14:11:35.077450] [INFO ] [sig       ] [907/1823] Completed HTD in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:35.077492] [INFO ] [sig       ] [908/1823] Forecasting HTGC...
[2025-10-11T14:11:35.077523] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-10-11T14:11:35.077554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-10-11T14:11:35.086990] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HTGC'.
[2025-10-11T14:11:35.087302] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-10-11T14:11:35.112310] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:35.113073] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-10-11T14:11:35.113128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:35.113162] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:35.113191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:35.113249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:35.130088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:35.130623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:35.130727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:35.130767] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:35.167398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:35.167498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:35.167536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:35.167564] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:35.170745] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-10-11T14:11:35.171004] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-10-11T14:11:35.171136] [INFO ] [sig       ] HTGC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:35.309952] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HTGC.txt
[2025-10-11T14:11:35.310182] [INFO ] [sig       ] [908/1823] Completed HTGC in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:35.310226] [INFO ] [sig       ] [909/1823] Forecasting HTH...
[2025-10-11T14:11:35.310258] [INFO ] [sig       ] Generating forecast for: HTH
[2025-10-11T14:11:35.310290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-10-11T14:11:35.319320] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HTH'.
[2025-10-11T14:11:35.319619] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-10-11T14:11:35.344473] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:35.345205] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-10-11T14:11:35.345260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:35.345293] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:35.345321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:35.345427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:35.362385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:35.362966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:35.363046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:35.363080] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:35.397809] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:35.397914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:35.397952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:35.397980] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:35.401080] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-10-11T14:11:35.401337] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-10-11T14:11:35.401471] [INFO ] [sig       ] HTH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:35.539334] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HTH.txt
[2025-10-11T14:11:35.539556] [INFO ] [sig       ] [909/1823] Completed HTH in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:35.539598] [INFO ] [sig       ] [910/1823] Forecasting HUBB...
[2025-10-11T14:11:35.539628] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-10-11T14:11:35.539700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-10-11T14:11:35.549736] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUBB'.
[2025-10-11T14:11:35.550112] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-10-11T14:11:35.576114] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:35.576962] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-10-11T14:11:35.577023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:35.577060] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:35.577089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:35.577148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:35.595781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:35.596520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:35.596689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:35.596773] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:35.635964] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:35.636104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:35.636148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:35.636181] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:35.640049] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-10-11T14:11:35.640319] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-10-11T14:11:35.640455] [INFO ] [sig       ] HUBB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:35.781372] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HUBB.txt
[2025-10-11T14:11:35.781604] [INFO ] [sig       ] [910/1823] Completed HUBB in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:35.781673] [INFO ] [sig       ] [911/1823] Forecasting HUBS...
[2025-10-11T14:11:35.781725] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-10-11T14:11:35.781760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-10-11T14:11:35.790882] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUBS'.
[2025-10-11T14:11:35.791220] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-10-11T14:11:35.817051] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:35.817871] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-10-11T14:11:35.817926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:35.817962] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:35.817990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:35.818048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:35.835216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:35.835803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:35.835885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:35.835918] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:35.868963] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:35.869142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:35.869185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:35.869215] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:35.872803] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-10-11T14:11:35.873083] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-10-11T14:11:35.873259] [INFO ] [sig       ] HUBS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:36.016577] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HUBS.txt
[2025-10-11T14:11:36.016889] [INFO ] [sig       ] [911/1823] Completed HUBS in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:36.016950] [INFO ] [sig       ] [912/1823] Forecasting HUM...
[2025-10-11T14:11:36.016983] [INFO ] [sig       ] Generating forecast for: HUM
[2025-10-11T14:11:36.017016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-10-11T14:11:36.026421] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUM'.
[2025-10-11T14:11:36.026835] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-10-11T14:11:36.052041] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:36.052800] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-10-11T14:11:36.052855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:36.052889] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:36.052917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:36.052975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:36.069887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:36.070438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:36.070523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:36.070556] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:36.104405] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:36.104521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:36.104591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:36.104622] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:36.109534] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-10-11T14:11:36.109845] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-10-11T14:11:36.109993] [INFO ] [sig       ] HUM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:36.248526] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HUM.txt
[2025-10-11T14:11:36.248816] [INFO ] [sig       ] [912/1823] Completed HUM in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:36.248878] [INFO ] [sig       ] [913/1823] Forecasting HUN...
[2025-10-11T14:11:36.248911] [INFO ] [sig       ] Generating forecast for: HUN
[2025-10-11T14:11:36.248944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-10-11T14:11:36.258693] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUN'.
[2025-10-11T14:11:36.259054] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-10-11T14:11:36.284326] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:36.285049] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-10-11T14:11:36.285103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:36.285137] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:36.285165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:36.285221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:36.303136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:36.303736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:36.303821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:36.303856] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:36.341725] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:36.341828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:36.341865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:36.341916] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:36.345237] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-10-11T14:11:36.345503] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-10-11T14:11:36.345663] [INFO ] [sig       ] HUN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:36.486257] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HUN.txt
[2025-10-11T14:11:36.486508] [INFO ] [sig       ] [913/1823] Completed HUN in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:36.486551] [INFO ] [sig       ] [914/1823] Forecasting HUYA...
[2025-10-11T14:11:36.486618] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-10-11T14:11:36.486708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-10-11T14:11:36.495382] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HUYA'.
[2025-10-11T14:11:36.495682] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-10-11T14:11:36.520993] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:36.521773] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-10-11T14:11:36.521828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:36.521861] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:36.521888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:36.521945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:36.539259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:36.539881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:36.539964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:36.539997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:36.578353] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:36.578449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:36.578486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:36.578515] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:36.581752] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-10-11T14:11:36.582015] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-10-11T14:11:36.582154] [INFO ] [sig       ] HUYA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:36.723514] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HUYA.txt
[2025-10-11T14:11:36.723772] [INFO ] [sig       ] [914/1823] Completed HUYA in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:36.723833] [INFO ] [sig       ] [915/1823] Forecasting HVT...
[2025-10-11T14:11:36.723867] [INFO ] [sig       ] Generating forecast for: HVT
[2025-10-11T14:11:36.723899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'.
[2025-10-11T14:11:36.733497] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HVT'.
[2025-10-11T14:11:36.733889] [INFO ] [FORECASTER] Starting predict_future for HVT
[2025-10-11T14:11:36.759174] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:36.759919] [DEBUG] [LOCAL     ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt
[2025-10-11T14:11:36.759974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:36.760007] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:36.760037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:36.760093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:36.777074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:36.777684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:36.777771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:36.777804] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:36.813478] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:36.813612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:36.813681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:36.813732] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:36.817182] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-10-11T14:11:36.817454] [INFO ] [FORECASTER] Completed predict_future for HVT
[2025-10-11T14:11:36.817594] [INFO ] [sig       ] HVT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:36.959617] [INFO ] [LOCAL     ] Saved forecast: HVT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HVT.txt
[2025-10-11T14:11:36.959906] [INFO ] [sig       ] [915/1823] Completed HVT in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:36.959962] [INFO ] [sig       ] [916/1823] Forecasting HWM...
[2025-10-11T14:11:36.959997] [INFO ] [sig       ] Generating forecast for: HWM
[2025-10-11T14:11:36.960031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-10-11T14:11:36.969955] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HWM'.
[2025-10-11T14:11:36.970308] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-10-11T14:11:36.995693] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:36.996432] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-10-11T14:11:36.996488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:36.996524] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:36.996554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:36.996637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:37.014307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:37.014907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:37.014995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:37.015030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:37.050147] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:37.050258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:37.050296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:37.050325] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:37.054033] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=18.35%)
[2025-10-11T14:11:37.054310] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-10-11T14:11:37.054462] [INFO ] [sig       ] HWM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:37.195973] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HWM.txt
[2025-10-11T14:11:37.196204] [INFO ] [sig       ] [916/1823] Completed HWM in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:37.196248] [INFO ] [sig       ] [917/1823] Forecasting HXL...
[2025-10-11T14:11:37.196279] [INFO ] [sig       ] Generating forecast for: HXL
[2025-10-11T14:11:37.196311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-10-11T14:11:37.205891] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HXL'.
[2025-10-11T14:11:37.206330] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-10-11T14:11:37.231867] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:37.232683] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-10-11T14:11:37.232745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:37.232780] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:37.232807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:37.232865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:37.250193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:37.251100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:37.251189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:37.251225] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:37.286035] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:37.286130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:37.286167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:37.286195] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:37.289370] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-10-11T14:11:37.289631] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-10-11T14:11:37.289809] [INFO ] [sig       ] HXL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:37.434178] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HXL.txt
[2025-10-11T14:11:37.434403] [INFO ] [sig       ] [917/1823] Completed HXL in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:37.434448] [INFO ] [sig       ] [918/1823] Forecasting HY...
[2025-10-11T14:11:37.434481] [INFO ] [sig       ] Generating forecast for: HY
[2025-10-11T14:11:37.434514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-10-11T14:11:37.443401] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HY'.
[2025-10-11T14:11:37.443716] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-10-11T14:11:37.469464] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:37.470230] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-10-11T14:11:37.470285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:37.470321] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:37.470350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:37.470408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:37.488108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:37.488676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:37.488765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:37.488800] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:37.521219] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:37.521313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:37.521350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:37.521380] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:37.524748] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=45.45%)
[2025-10-11T14:11:37.525011] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-10-11T14:11:37.525148] [INFO ] [sig       ] HY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:37.674388] [INFO ] [LOCAL     ] Saved forecast: HY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/HY.txt
[2025-10-11T14:11:37.674673] [INFO ] [sig       ] [918/1823] Completed HY in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:37.674735] [INFO ] [sig       ] [919/1823] Forecasting HYI...
[2025-10-11T14:11:37.674780] [INFO ] [sig       ] Generating forecast for: HYI
[2025-10-11T14:11:37.674815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-10-11T14:11:37.683680] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HYI'.
[2025-10-11T14:11:37.684008] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-10-11T14:11:37.709150] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:37.709935] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-10-11T14:11:37.709991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:37.710026] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:37.710054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:37.710111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:37.727662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:37.728272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:37.728357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:37.728391] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:37.761385] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:37.761481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:37.761517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:37.761546] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:37.764738] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-10-11T14:11:37.764998] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-10-11T14:11:37.765135] [INFO ] [sig       ] HYI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:37.905695] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HYI.txt
[2025-10-11T14:11:37.905960] [INFO ] [sig       ] [919/1823] Completed HYI in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:37.906007] [INFO ] [sig       ] [920/1823] Forecasting HYT...
[2025-10-11T14:11:37.906039] [INFO ] [sig       ] Generating forecast for: HYT
[2025-10-11T14:11:37.906073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'.
[2025-10-11T14:11:37.914573] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HYT'.
[2025-10-11T14:11:37.914907] [INFO ] [FORECASTER] Starting predict_future for HYT
[2025-10-11T14:11:37.940630] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:37.941372] [DEBUG] [LOCAL     ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt
[2025-10-11T14:11:37.941428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:37.941462] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:37.941490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:37.941547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:37.959347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:37.960219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:37.960311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:37.960347] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:37.993298] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:37.993460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:37.993503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:37.993535] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:37.997137] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-10-11T14:11:37.997439] [INFO ] [FORECASTER] Completed predict_future for HYT
[2025-10-11T14:11:37.997580] [INFO ] [sig       ] HYT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:38.140357] [INFO ] [LOCAL     ] Saved forecast: HYT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HYT.txt
[2025-10-11T14:11:38.140623] [INFO ] [sig       ] [920/1823] Completed HYT in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:38.140700] [INFO ] [sig       ] [921/1823] Forecasting HYTR...
[2025-10-11T14:11:38.140743] [INFO ] [sig       ] Generating forecast for: HYTR
[2025-10-11T14:11:38.140778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYTR' from 'https://tdm.silogroup.org/data/derivative_storage/HYTR.csv'.
[2025-10-11T14:11:38.149072] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'HYTR'.
[2025-10-11T14:11:38.149390] [INFO ] [FORECASTER] Starting predict_future for HYTR
[2025-10-11T14:11:38.175162] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:38.175943] [DEBUG] [LOCAL     ] No optimal features file found for HYTR: ./output/feature-sets/HYTR.txt
[2025-10-11T14:11:38.175998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:38.176033] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:38.176061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:38.176119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:38.193288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:38.193953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:38.194038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:38.194073] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:38.223964] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:38.224091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:38.224132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:38.224164] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:38.227946] [DEBUG] [FORECASTER] HYTR: Forecast T+1@11:T+2@11: UP (p=61.92%)
[2025-10-11T14:11:38.228247] [INFO ] [FORECASTER] Completed predict_future for HYTR
[2025-10-11T14:11:38.228395] [INFO ] [sig       ] HYTR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:38.370277] [INFO ] [LOCAL     ] Saved forecast: HYTR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HYTR.txt
[2025-10-11T14:11:38.370528] [INFO ] [sig       ] [921/1823] Completed HYTR in 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:38.370571] [INFO ] [sig       ] [922/1823] Forecasting HZO...
[2025-10-11T14:11:38.370602] [INFO ] [sig       ] Generating forecast for: HZO
[2025-10-11T14:11:38.370634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-10-11T14:11:38.379629] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'HZO'.
[2025-10-11T14:11:38.379994] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-10-11T14:11:38.405103] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:38.405925] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-10-11T14:11:38.405981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:38.406015] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:38.406110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:38.406221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:38.423423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:38.424087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:38.424186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:38.424221] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:38.454398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:38.454535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:38.454583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:38.454615] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:38.458405] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-10-11T14:11:38.458758] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-10-11T14:11:38.458917] [INFO ] [sig       ] HZO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:38.655670] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/HZO.txt
[2025-10-11T14:11:38.656081] [INFO ] [sig       ] [922/1823] Completed HZO in 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 3.7m
[2025-10-11T14:11:38.656154] [INFO ] [sig       ] [923/1823] Forecasting IAE...
[2025-10-11T14:11:38.656208] [INFO ] [sig       ] Generating forecast for: IAE
[2025-10-11T14:11:38.656267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-10-11T14:11:38.667314] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IAE'.
[2025-10-11T14:11:38.667856] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-10-11T14:11:38.708906] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:38.710051] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-10-11T14:11:38.710116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:38.710164] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:38.710203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:38.710287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:38.733558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:38.734731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:38.734872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:38.734947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:38.767387] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:38.767584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:38.767633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:38.767712] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:38.771985] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=86.98%)
[2025-10-11T14:11:38.772335] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-10-11T14:11:38.772498] [INFO ] [sig       ] IAE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:38.952377] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IAE.txt
[2025-10-11T14:11:38.952709] [INFO ] [sig       ] [923/1823] Completed IAE in 0.3s | 4.10 sym/s | Total: 3.8m | ETA: 3.7m
[2025-10-11T14:11:38.952772] [INFO ] [sig       ] [924/1823] Forecasting IAG...
[2025-10-11T14:11:38.952806] [INFO ] [sig       ] Generating forecast for: IAG
[2025-10-11T14:11:38.952839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-10-11T14:11:38.963261] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IAG'.
[2025-10-11T14:11:38.963831] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-10-11T14:11:38.998547] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:38.999972] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-10-11T14:11:39.000100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:39.000162] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:39.000216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:39.000313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:39.028144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:39.029447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:39.029568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:39.029610] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:39.076023] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:39.076218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:39.076265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:39.076298] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:39.080601] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-10-11T14:11:39.081032] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-10-11T14:11:39.081211] [INFO ] [sig       ] IAG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:39.290880] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IAG.txt
[2025-10-11T14:11:39.291287] [INFO ] [sig       ] [924/1823] Completed IAG in 0.3s | 4.10 sym/s | Total: 3.8m | ETA: 3.7m
[2025-10-11T14:11:39.291365] [INFO ] [sig       ] [925/1823] Forecasting IBM...
[2025-10-11T14:11:39.291422] [INFO ] [sig       ] Generating forecast for: IBM
[2025-10-11T14:11:39.291481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-10-11T14:11:39.304918] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IBM'.
[2025-10-11T14:11:39.305542] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-10-11T14:11:39.347949] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:39.349147] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-10-11T14:11:39.349216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:39.349259] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:39.349293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:39.349368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:39.372623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:39.373861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:39.373990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:39.374048] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:39.426445] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:39.427218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:39.427287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:39.427327] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:39.434038] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2025-10-11T14:11:39.434556] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-10-11T14:11:39.434793] [INFO ] [sig       ] IBM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:39.617371] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IBM.txt
[2025-10-11T14:11:39.617695] [INFO ] [sig       ] [925/1823] Completed IBM in 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 3.7m
[2025-10-11T14:11:39.617764] [INFO ] [sig       ] [926/1823] Forecasting IBN...
[2025-10-11T14:11:39.617798] [INFO ] [sig       ] Generating forecast for: IBN
[2025-10-11T14:11:39.617843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-10-11T14:11:39.627251] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IBN'.
[2025-10-11T14:11:39.627725] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-10-11T14:11:39.659619] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:39.660752] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-10-11T14:11:39.660821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:39.660860] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:39.660892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:39.660962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:39.685194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:39.686528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:39.686703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:39.686771] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:39.739346] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:39.739548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:39.739625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:39.739722] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:39.744856] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=31.82%)
[2025-10-11T14:11:39.745347] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-10-11T14:11:39.745554] [INFO ] [sig       ] IBN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:39.893790] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IBN.txt
[2025-10-11T14:11:39.894011] [INFO ] [sig       ] [926/1823] Completed IBN in 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 3.7m
[2025-10-11T14:11:39.894055] [INFO ] [sig       ] [927/1823] Forecasting IBP...
[2025-10-11T14:11:39.894086] [INFO ] [sig       ] Generating forecast for: IBP
[2025-10-11T14:11:39.894118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-10-11T14:11:39.903403] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IBP'.
[2025-10-11T14:11:39.903816] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-10-11T14:11:39.929924] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:39.930744] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-10-11T14:11:39.930801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:39.930836] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:39.930864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:39.930921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:39.948230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:39.949097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:39.949187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:39.949222] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:39.986831] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:39.987001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:39.987044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:39.987074] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:39.990615] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2025-10-11T14:11:39.990954] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-10-11T14:11:39.991097] [INFO ] [sig       ] IBP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:40.134057] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IBP.txt
[2025-10-11T14:11:40.134339] [INFO ] [sig       ] [927/1823] Completed IBP in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:40.134402] [INFO ] [sig       ] [928/1823] Forecasting IBTA...
[2025-10-11T14:11:40.134436] [INFO ] [sig       ] Generating forecast for: IBTA
[2025-10-11T14:11:40.134470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTA' from 'https://tdm.silogroup.org/data/derivative_storage/IBTA.csv'.
[2025-10-11T14:11:40.143533] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IBTA'.
[2025-10-11T14:11:40.143927] [INFO ] [FORECASTER] Starting predict_future for IBTA
[2025-10-11T14:11:40.169524] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:40.170378] [DEBUG] [LOCAL     ] No optimal features file found for IBTA: ./output/feature-sets/IBTA.txt
[2025-10-11T14:11:40.170434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:40.170472] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:40.170507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:40.170577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:40.187904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:40.188689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:40.188777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:40.188811] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:40.226082] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:40.226259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:40.226302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:40.226333] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:40.230088] [DEBUG] [FORECASTER] IBTA: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-10-11T14:11:40.230398] [INFO ] [FORECASTER] Completed predict_future for IBTA
[2025-10-11T14:11:40.230543] [INFO ] [sig       ] IBTA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:40.375566] [INFO ] [LOCAL     ] Saved forecast: IBTA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IBTA.txt
[2025-10-11T14:11:40.375865] [INFO ] [sig       ] [928/1823] Completed IBTA in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:40.375925] [INFO ] [sig       ] [929/1823] Forecasting ICE...
[2025-10-11T14:11:40.375960] [INFO ] [sig       ] Generating forecast for: ICE
[2025-10-11T14:11:40.375993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-10-11T14:11:40.385443] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ICE'.
[2025-10-11T14:11:40.385875] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-10-11T14:11:40.411717] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:40.412525] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-10-11T14:11:40.412583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:40.412618] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:40.412673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:40.412754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:40.430253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:40.431086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:40.431175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:40.431232] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:40.468618] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:40.468819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:40.468867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:40.468898] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:40.472492] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=35.55%)
[2025-10-11T14:11:40.472826] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-10-11T14:11:40.472973] [INFO ] [sig       ] ICE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:40.615588] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ICE.txt
[2025-10-11T14:11:40.615825] [INFO ] [sig       ] [929/1823] Completed ICE in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:40.615881] [INFO ] [sig       ] [930/1823] Forecasting ICL...
[2025-10-11T14:11:40.615914] [INFO ] [sig       ] Generating forecast for: ICL
[2025-10-11T14:11:40.615946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-10-11T14:11:40.625032] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ICL'.
[2025-10-11T14:11:40.625289] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-10-11T14:11:40.650396] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:40.651131] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-10-11T14:11:40.651186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:40.651219] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:40.651247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:40.651304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:40.668682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:40.669248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:40.669331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:40.669364] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:40.702460] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:40.702551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:40.702587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:40.702616] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:40.705694] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=65.34%)
[2025-10-11T14:11:40.705954] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-10-11T14:11:40.706092] [INFO ] [sig       ] ICL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:40.851554] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ICL.txt
[2025-10-11T14:11:40.851849] [INFO ] [sig       ] [930/1823] Completed ICL in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:40.851911] [INFO ] [sig       ] [931/1823] Forecasting IDA...
[2025-10-11T14:11:40.851946] [INFO ] [sig       ] Generating forecast for: IDA
[2025-10-11T14:11:40.851979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-10-11T14:11:40.861108] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IDA'.
[2025-10-11T14:11:40.861484] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-10-11T14:11:40.890785] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:40.891632] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-10-11T14:11:40.891738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:40.891779] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:40.891809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:40.891868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:40.909741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:40.910556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:40.910670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:40.910727] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:40.952098] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:40.952268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:40.952312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:40.952341] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:40.956004] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-10-11T14:11:40.956287] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-10-11T14:11:40.956431] [INFO ] [sig       ] IDA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:41.099526] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IDA.txt
[2025-10-11T14:11:41.099774] [INFO ] [sig       ] [931/1823] Completed IDA in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:41.099836] [INFO ] [sig       ] [932/1823] Forecasting IDE...
[2025-10-11T14:11:41.099870] [INFO ] [sig       ] Generating forecast for: IDE
[2025-10-11T14:11:41.099902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-10-11T14:11:41.108453] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IDE'.
[2025-10-11T14:11:41.108749] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-10-11T14:11:41.133977] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:41.134743] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-10-11T14:11:41.134800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:41.134835] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:41.134863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:41.134921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:41.153034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:41.153586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:41.153690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:41.153744] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:41.193312] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:41.193458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:41.193497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:41.193527] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:41.196986] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-10-11T14:11:41.197253] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-10-11T14:11:41.197390] [INFO ] [sig       ] IDE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:41.338998] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IDE.txt
[2025-10-11T14:11:41.339208] [INFO ] [sig       ] [932/1823] Completed IDE in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:41.339251] [INFO ] [sig       ] [933/1823] Forecasting IDT...
[2025-10-11T14:11:41.339282] [INFO ] [sig       ] Generating forecast for: IDT
[2025-10-11T14:11:41.339314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'.
[2025-10-11T14:11:41.350147] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IDT'.
[2025-10-11T14:11:41.350760] [INFO ] [FORECASTER] Starting predict_future for IDT
[2025-10-11T14:11:41.378794] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:41.379885] [DEBUG] [LOCAL     ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt
[2025-10-11T14:11:41.379944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:41.379980] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:41.380008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:41.380068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:41.398007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:41.398808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:41.398909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:41.398945] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:41.442826] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:41.443074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:41.443123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:41.443154] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:41.447616] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-10-11T14:11:41.447979] [INFO ] [FORECASTER] Completed predict_future for IDT
[2025-10-11T14:11:41.448180] [INFO ] [sig       ] IDT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:41.722285] [INFO ] [LOCAL     ] Saved forecast: IDT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IDT.txt
[2025-10-11T14:11:41.722681] [INFO ] [sig       ] [933/1823] Completed IDT in 0.4s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:41.722749] [INFO ] [sig       ] [934/1823] Forecasting IEX...
[2025-10-11T14:11:41.722789] [INFO ] [sig       ] Generating forecast for: IEX
[2025-10-11T14:11:41.722823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-10-11T14:11:41.733562] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IEX'.
[2025-10-11T14:11:41.733976] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-10-11T14:11:41.761724] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:41.762619] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-10-11T14:11:41.762706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:41.762754] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:41.762791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:41.762855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:41.781303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:41.782437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:41.782547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:41.782584] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:41.828830] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:41.829074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:41.829122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:41.829153] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:41.833177] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-10-11T14:11:41.833511] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-10-11T14:11:41.833736] [INFO ] [sig       ] IEX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:41.984562] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IEX.txt
[2025-10-11T14:11:41.984904] [INFO ] [sig       ] [934/1823] Completed IEX in 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:41.984962] [INFO ] [sig       ] [935/1823] Forecasting IFF...
[2025-10-11T14:11:41.984996] [INFO ] [sig       ] Generating forecast for: IFF
[2025-10-11T14:11:41.985030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-10-11T14:11:41.994548] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IFF'.
[2025-10-11T14:11:41.994909] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-10-11T14:11:42.020384] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:42.021184] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-10-11T14:11:42.021239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:42.021325] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:42.021363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:42.021426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:42.038389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:42.039043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:42.039125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:42.039159] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:42.075876] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:42.076069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:42.076116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:42.076147] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:42.080098] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=38.36%)
[2025-10-11T14:11:42.080411] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-10-11T14:11:42.080571] [INFO ] [sig       ] IFF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:42.223104] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IFF.txt
[2025-10-11T14:11:42.223342] [INFO ] [sig       ] [935/1823] Completed IFF in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:42.223387] [INFO ] [sig       ] [936/1823] Forecasting IFN...
[2025-10-11T14:11:42.223417] [INFO ] [sig       ] Generating forecast for: IFN
[2025-10-11T14:11:42.223449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-10-11T14:11:42.232507] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IFN'.
[2025-10-11T14:11:42.232831] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-10-11T14:11:42.258086] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:42.258812] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-10-11T14:11:42.258867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:42.258900] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:42.258927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:42.258985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:42.276524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:42.277142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:42.277224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:42.277259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:42.311369] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:42.311450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:42.311486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:42.311515] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:42.314592] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-10-11T14:11:42.314875] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-10-11T14:11:42.315024] [INFO ] [sig       ] IFN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:42.456704] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IFN.txt
[2025-10-11T14:11:42.457015] [INFO ] [sig       ] [936/1823] Completed IFN in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:42.457062] [INFO ] [sig       ] [937/1823] Forecasting IFS...
[2025-10-11T14:11:42.457093] [INFO ] [sig       ] Generating forecast for: IFS
[2025-10-11T14:11:42.457125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-10-11T14:11:42.466054] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IFS'.
[2025-10-11T14:11:42.466491] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-10-11T14:11:42.494116] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:42.495014] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-10-11T14:11:42.495074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:42.495110] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:42.495139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:42.495198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:42.512870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:42.513809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:42.513902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:42.513938] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:42.556766] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:42.556914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:42.556955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:42.556986] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:42.560365] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-10-11T14:11:42.560661] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-10-11T14:11:42.560828] [INFO ] [sig       ] IFS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:42.702758] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IFS.txt
[2025-10-11T14:11:42.703022] [INFO ] [sig       ] [937/1823] Completed IFS in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:42.703067] [INFO ] [sig       ] [938/1823] Forecasting IGA...
[2025-10-11T14:11:42.703098] [INFO ] [sig       ] Generating forecast for: IGA
[2025-10-11T14:11:42.703130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-10-11T14:11:42.712204] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IGA'.
[2025-10-11T14:11:42.712498] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-10-11T14:11:42.737841] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:42.738544] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-10-11T14:11:42.738602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:42.738679] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:42.738729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:42.738791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:42.755589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:42.756241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:42.756327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:42.756361] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:42.800037] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:42.800163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:42.800202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:42.800231] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:42.803618] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=67.54%)
[2025-10-11T14:11:42.803916] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-10-11T14:11:42.804062] [INFO ] [sig       ] IGA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:42.943946] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IGA.txt
[2025-10-11T14:11:42.944167] [INFO ] [sig       ] [938/1823] Completed IGA in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:42.944211] [INFO ] [sig       ] [939/1823] Forecasting IGD...
[2025-10-11T14:11:42.944243] [INFO ] [sig       ] Generating forecast for: IGD
[2025-10-11T14:11:42.944275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-10-11T14:11:42.953314] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IGD'.
[2025-10-11T14:11:42.953669] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-10-11T14:11:42.978703] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:42.979426] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-10-11T14:11:42.979481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:42.979514] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:42.979542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:42.979598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:42.996424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:42.997040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:42.997125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:42.997159] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:43.036913] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:43.037031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:43.037070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:43.037099] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:43.040348] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=63.24%)
[2025-10-11T14:11:43.040610] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-10-11T14:11:43.040794] [INFO ] [sig       ] IGD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:43.180237] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IGD.txt
[2025-10-11T14:11:43.180460] [INFO ] [sig       ] [939/1823] Completed IGD in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:43.180503] [INFO ] [sig       ] [940/1823] Forecasting IGI...
[2025-10-11T14:11:43.180535] [INFO ] [sig       ] Generating forecast for: IGI
[2025-10-11T14:11:43.180568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-10-11T14:11:43.189089] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IGI'.
[2025-10-11T14:11:43.189365] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-10-11T14:11:43.214138] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:43.214873] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-10-11T14:11:43.214928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:43.214960] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:43.214988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:43.215045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:43.234279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:43.234907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:43.234990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:43.235024] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:43.268359] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:43.268440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:43.268476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:43.268504] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:43.271564] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-10-11T14:11:43.271850] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-10-11T14:11:43.272001] [INFO ] [sig       ] IGI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:43.411202] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IGI.txt
[2025-10-11T14:11:43.411432] [INFO ] [sig       ] [940/1823] Completed IGI in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:43.411475] [INFO ] [sig       ] [941/1823] Forecasting IGR...
[2025-10-11T14:11:43.411505] [INFO ] [sig       ] Generating forecast for: IGR
[2025-10-11T14:11:43.411536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'.
[2025-10-11T14:11:43.421913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IGR'.
[2025-10-11T14:11:43.422295] [INFO ] [FORECASTER] Starting predict_future for IGR
[2025-10-11T14:11:43.450749] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:43.451616] [DEBUG] [LOCAL     ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt
[2025-10-11T14:11:43.451699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:43.451745] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:43.451777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:43.451848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:43.472225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:43.472905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:43.472990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:43.473027] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:43.514792] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:43.514967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:43.515046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:43.515117] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:43.519565] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-10-11T14:11:43.519881] [INFO ] [FORECASTER] Completed predict_future for IGR
[2025-10-11T14:11:43.520063] [INFO ] [sig       ] IGR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:43.699826] [INFO ] [LOCAL     ] Saved forecast: IGR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IGR.txt
[2025-10-11T14:11:43.700165] [INFO ] [sig       ] [941/1823] Completed IGR in 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:43.700250] [INFO ] [sig       ] [942/1823] Forecasting IH...
[2025-10-11T14:11:43.700327] [INFO ] [sig       ] Generating forecast for: IH
[2025-10-11T14:11:43.700402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IH' from 'https://tdm.silogroup.org/data/derivative_storage/IH.csv'.
[2025-10-11T14:11:43.710157] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IH'.
[2025-10-11T14:11:43.710491] [INFO ] [FORECASTER] Starting predict_future for IH
[2025-10-11T14:11:43.740729] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:43.741886] [DEBUG] [LOCAL     ] No optimal features file found for IH: ./output/feature-sets/IH.txt
[2025-10-11T14:11:43.741965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:43.742021] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:43.742054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:43.742113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:43.765122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:43.765860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:43.765950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:43.765985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:43.804582] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:43.804725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:43.804803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:43.804856] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:43.808552] [DEBUG] [FORECASTER] IH: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-10-11T14:11:43.808960] [INFO ] [FORECASTER] Completed predict_future for IH
[2025-10-11T14:11:43.809159] [INFO ] [sig       ] IH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:43.967389] [INFO ] [LOCAL     ] Saved forecast: IH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IH.txt
[2025-10-11T14:11:43.967667] [INFO ] [sig       ] [942/1823] Completed IH in 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:43.967730] [INFO ] [sig       ] [943/1823] Forecasting IHD...
[2025-10-11T14:11:43.967764] [INFO ] [sig       ] Generating forecast for: IHD
[2025-10-11T14:11:43.967796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-10-11T14:11:43.975895] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IHD'.
[2025-10-11T14:11:43.976203] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-10-11T14:11:44.001912] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:44.002693] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-10-11T14:11:44.002751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:44.002785] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:44.002814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:44.002871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:44.020381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:44.021023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:44.021113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:44.021148] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:44.056114] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:44.056249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:44.056289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:44.056318] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:44.059777] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-10-11T14:11:44.060053] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-10-11T14:11:44.060193] [INFO ] [sig       ] IHD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:44.209337] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IHD.txt
[2025-10-11T14:11:44.209615] [INFO ] [sig       ] [943/1823] Completed IHD in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:44.209691] [INFO ] [sig       ] [944/1823] Forecasting IHG...
[2025-10-11T14:11:44.209737] [INFO ] [sig       ] Generating forecast for: IHG
[2025-10-11T14:11:44.209772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-10-11T14:11:44.218961] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IHG'.
[2025-10-11T14:11:44.219242] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-10-11T14:11:44.244426] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:44.245241] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-10-11T14:11:44.245295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:44.245330] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:44.245359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:44.245418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:44.262216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:44.262808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:44.262890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:44.262923] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:44.297103] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:44.297210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:44.297248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:44.297277] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:44.300484] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=44.31%)
[2025-10-11T14:11:44.300789] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-10-11T14:11:44.300933] [INFO ] [sig       ] IHG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:44.440037] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IHG.txt
[2025-10-11T14:11:44.440259] [INFO ] [sig       ] [944/1823] Completed IHG in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:44.440303] [INFO ] [sig       ] [945/1823] Forecasting IHS...
[2025-10-11T14:11:44.440334] [INFO ] [sig       ] Generating forecast for: IHS
[2025-10-11T14:11:44.440367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-10-11T14:11:44.449061] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IHS'.
[2025-10-11T14:11:44.449367] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-10-11T14:11:44.474393] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:44.475129] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-10-11T14:11:44.475184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:44.475234] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:44.475263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:44.475321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:44.492188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:44.492784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:44.492870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:44.492903] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:44.529331] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:44.529448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:44.529486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:44.529514] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:44.532827] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=75.35%)
[2025-10-11T14:11:44.533091] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-10-11T14:11:44.533226] [INFO ] [sig       ] IHS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:44.673363] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IHS.txt
[2025-10-11T14:11:44.673606] [INFO ] [sig       ] [945/1823] Completed IHS in 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 3.6m
[2025-10-11T14:11:44.673674] [INFO ] [sig       ] [946/1823] Forecasting IIF...
[2025-10-11T14:11:44.673727] [INFO ] [sig       ] Generating forecast for: IIF
[2025-10-11T14:11:44.673763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-10-11T14:11:44.682753] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IIF'.
[2025-10-11T14:11:44.683111] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-10-11T14:11:44.710848] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:44.711668] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-10-11T14:11:44.711728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:44.711764] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:44.711793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:44.711851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:44.733001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:44.733947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:44.734041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:44.734077] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:44.774169] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:44.774328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:44.774374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:44.774403] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:44.777916] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2025-10-11T14:11:44.778195] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-10-11T14:11:44.778341] [INFO ] [sig       ] IIF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:44.924008] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IIF.txt
[2025-10-11T14:11:44.924265] [INFO ] [sig       ] [946/1823] Completed IIF in 0.3s | 4.09 sym/s | Total: 3.9m | ETA: 3.6m
[2025-10-11T14:11:44.924309] [INFO ] [sig       ] [947/1823] Forecasting IIIN...
[2025-10-11T14:11:44.924341] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-10-11T14:11:44.924373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-10-11T14:11:44.933070] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IIIN'.
[2025-10-11T14:11:44.933378] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-10-11T14:11:44.959041] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:44.959869] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-10-11T14:11:44.959928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:44.959962] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:44.959990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:44.960047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:44.977007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:44.977549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:44.977634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:44.977706] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:45.019342] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:45.019526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:45.019569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:45.019603] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:45.023822] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-10-11T14:11:45.024123] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-10-11T14:11:45.024272] [INFO ] [sig       ] IIIN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:45.167007] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IIIN.txt
[2025-10-11T14:11:45.167233] [INFO ] [sig       ] [947/1823] Completed IIIN in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.6m
[2025-10-11T14:11:45.167275] [INFO ] [sig       ] [948/1823] Forecasting IIM...
[2025-10-11T14:11:45.167307] [INFO ] [sig       ] Generating forecast for: IIM
[2025-10-11T14:11:45.167339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-10-11T14:11:45.175904] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IIM'.
[2025-10-11T14:11:45.176168] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-10-11T14:11:45.200955] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:45.201616] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-10-11T14:11:45.201693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:45.201774] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:45.201813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:45.201871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:45.218817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:45.219347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:45.219425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:45.219458] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:45.252664] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:45.252753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:45.252790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:45.252819] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:45.255893] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-10-11T14:11:45.256147] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-10-11T14:11:45.256280] [INFO ] [sig       ] IIM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:45.394875] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IIM.txt
[2025-10-11T14:11:45.395069] [INFO ] [sig       ] [948/1823] Completed IIM in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.6m
[2025-10-11T14:11:45.395111] [INFO ] [sig       ] [949/1823] Forecasting IIPR...
[2025-10-11T14:11:45.395142] [INFO ] [sig       ] Generating forecast for: IIPR
[2025-10-11T14:11:45.395173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'.
[2025-10-11T14:11:45.403534] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IIPR'.
[2025-10-11T14:11:45.403833] [INFO ] [FORECASTER] Starting predict_future for IIPR
[2025-10-11T14:11:45.428508] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:45.429211] [DEBUG] [LOCAL     ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt
[2025-10-11T14:11:45.429266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:45.429299] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:45.429326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:45.429384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:45.446329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:45.446928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:45.447008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:45.447041] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:45.483362] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:45.483447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:45.483482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:45.483510] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:45.486561] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=71.37%)
[2025-10-11T14:11:45.486861] [INFO ] [FORECASTER] Completed predict_future for IIPR
[2025-10-11T14:11:45.486999] [INFO ] [sig       ] IIPR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:45.627554] [INFO ] [LOCAL     ] Saved forecast: IIPR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IIPR.txt
[2025-10-11T14:11:45.627769] [INFO ] [sig       ] [949/1823] Completed IIPR in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.6m
[2025-10-11T14:11:45.627830] [INFO ] [sig       ] [950/1823] Forecasting IMAX...
[2025-10-11T14:11:45.627863] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-10-11T14:11:45.627894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-10-11T14:11:45.636243] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IMAX'.
[2025-10-11T14:11:45.636508] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-10-11T14:11:45.661322] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:45.662059] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-10-11T14:11:45.662114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:45.662148] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:45.662176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:45.662233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:45.679215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:45.679784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:45.679865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:45.679898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:45.714309] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:45.714387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:45.714439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:45.714469] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:45.717532] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-10-11T14:11:45.717820] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-10-11T14:11:45.717953] [INFO ] [sig       ] IMAX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:45.857780] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IMAX.txt
[2025-10-11T14:11:45.857979] [INFO ] [sig       ] [950/1823] Completed IMAX in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.6m
[2025-10-11T14:11:45.858023] [INFO ] [sig       ] [951/1823] Forecasting INFA...
[2025-10-11T14:11:45.858054] [INFO ] [sig       ] Generating forecast for: INFA
[2025-10-11T14:11:45.858086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFA' from 'https://tdm.silogroup.org/data/derivative_storage/INFA.csv'.
[2025-10-11T14:11:45.866151] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INFA'.
[2025-10-11T14:11:45.866416] [INFO ] [FORECASTER] Starting predict_future for INFA
[2025-10-11T14:11:45.891379] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:45.892105] [DEBUG] [LOCAL     ] No optimal features file found for INFA: ./output/feature-sets/INFA.txt
[2025-10-11T14:11:45.892160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:45.892192] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:45.892219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:45.892277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:45.909506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:45.910075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:45.910156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:45.910190] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:45.944557] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:45.944663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:45.944724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:45.944756] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:45.947807] [DEBUG] [FORECASTER] INFA: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-10-11T14:11:45.948058] [INFO ] [FORECASTER] Completed predict_future for INFA
[2025-10-11T14:11:45.948187] [INFO ] [sig       ] INFA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:46.087712] [INFO ] [LOCAL     ] Saved forecast: INFA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/INFA.txt
[2025-10-11T14:11:46.087918] [INFO ] [sig       ] [951/1823] Completed INFA in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.6m
[2025-10-11T14:11:46.087961] [INFO ] [sig       ] [952/1823] Forecasting INFY...
[2025-10-11T14:11:46.087993] [INFO ] [sig       ] Generating forecast for: INFY
[2025-10-11T14:11:46.088024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-10-11T14:11:46.096401] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INFY'.
[2025-10-11T14:11:46.096727] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-10-11T14:11:46.121583] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:46.122297] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-10-11T14:11:46.122352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:46.122386] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:46.122429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:46.122489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:46.139801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:46.140331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:46.140410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:46.140443] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:46.173566] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:46.173685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:46.173738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:46.173769] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:46.176933] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-10-11T14:11:46.177191] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-10-11T14:11:46.177324] [INFO ] [sig       ] INFY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:46.316477] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/INFY.txt
[2025-10-11T14:11:46.316734] [INFO ] [sig       ] [952/1823] Completed INFY in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:46.316805] [INFO ] [sig       ] [953/1823] Forecasting ING...
[2025-10-11T14:11:46.316838] [INFO ] [sig       ] Generating forecast for: ING
[2025-10-11T14:11:46.316870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-10-11T14:11:46.327242] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ING'.
[2025-10-11T14:11:46.327729] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-10-11T14:11:46.357302] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:46.358147] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-10-11T14:11:46.358210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:46.358285] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:46.358355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:46.358454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:46.380228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:46.381218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:46.381311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:46.381346] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:46.424808] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:46.425026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:46.425108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:46.425185] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:46.429047] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-10-11T14:11:46.429483] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-10-11T14:11:46.429664] [INFO ] [sig       ] ING: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:46.594179] [INFO ] [LOCAL     ] Saved forecast: ING	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ING.txt
[2025-10-11T14:11:46.594392] [INFO ] [sig       ] [953/1823] Completed ING in 0.3s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:46.594435] [INFO ] [sig       ] [954/1823] Forecasting INGM...
[2025-10-11T14:11:46.594466] [INFO ] [sig       ] Generating forecast for: INGM
[2025-10-11T14:11:46.594498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGM' from 'https://tdm.silogroup.org/data/derivative_storage/INGM.csv'.
[2025-10-11T14:11:46.603541] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INGM'.
[2025-10-11T14:11:46.603891] [INFO ] [FORECASTER] Starting predict_future for INGM
[2025-10-11T14:11:46.630692] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:46.631471] [DEBUG] [LOCAL     ] No optimal features file found for INGM: ./output/feature-sets/INGM.txt
[2025-10-11T14:11:46.631527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:46.631563] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:46.631591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:46.631672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:46.649556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:46.650160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:46.650243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:46.650278] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:46.688084] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:46.688198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:46.688237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:46.688266] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:46.691735] [DEBUG] [FORECASTER] INGM: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-10-11T14:11:46.692068] [INFO ] [FORECASTER] Completed predict_future for INGM
[2025-10-11T14:11:46.692251] [INFO ] [sig       ] INGM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:46.837846] [INFO ] [LOCAL     ] Saved forecast: INGM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/INGM.txt
[2025-10-11T14:11:46.838087] [INFO ] [sig       ] [954/1823] Completed INGM in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:46.838132] [INFO ] [sig       ] [955/1823] Forecasting INGR...
[2025-10-11T14:11:46.838165] [INFO ] [sig       ] Generating forecast for: INGR
[2025-10-11T14:11:46.838198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'.
[2025-10-11T14:11:46.848493] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INGR'.
[2025-10-11T14:11:46.849008] [INFO ] [FORECASTER] Starting predict_future for INGR
[2025-10-11T14:11:46.876678] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:46.877437] [DEBUG] [LOCAL     ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt
[2025-10-11T14:11:46.877495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:46.877530] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:46.877560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:46.877618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:46.897245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:46.898008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:46.898093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:46.898129] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:46.939638] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:46.939827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:46.939916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:46.939995] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:46.944086] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-10-11T14:11:46.944357] [INFO ] [FORECASTER] Completed predict_future for INGR
[2025-10-11T14:11:46.944499] [INFO ] [sig       ] INGR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:47.117897] [INFO ] [LOCAL     ] Saved forecast: INGR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/INGR.txt
[2025-10-11T14:11:47.118114] [INFO ] [sig       ] [955/1823] Completed INGR in 0.3s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:47.118159] [INFO ] [sig       ] [956/1823] Forecasting INN...
[2025-10-11T14:11:47.118190] [INFO ] [sig       ] Generating forecast for: INN
[2025-10-11T14:11:47.118222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-10-11T14:11:47.128936] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INN'.
[2025-10-11T14:11:47.129344] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-10-11T14:11:47.156944] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:47.157779] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-10-11T14:11:47.157840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:47.157876] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:47.157906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:47.157965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:47.176169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:47.176971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:47.177061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:47.177097] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:47.207936] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:47.208085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:47.208127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:47.208159] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:47.211705] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-10-11T14:11:47.212000] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-10-11T14:11:47.212146] [INFO ] [sig       ] INN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:47.373480] [INFO ] [LOCAL     ] Saved forecast: INN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/INN.txt
[2025-10-11T14:11:47.373798] [INFO ] [sig       ] [956/1823] Completed INN in 0.3s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:47.373861] [INFO ] [sig       ] [957/1823] Forecasting INSP...
[2025-10-11T14:11:47.373897] [INFO ] [sig       ] Generating forecast for: INSP
[2025-10-11T14:11:47.373930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-10-11T14:11:47.382475] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INSP'.
[2025-10-11T14:11:47.382811] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-10-11T14:11:47.410180] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:47.411171] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-10-11T14:11:47.411231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:47.411268] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:47.411299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:47.411360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:47.430631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:47.431671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:47.431796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:47.431866] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:47.463253] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:47.463374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:47.463484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:47.463564] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:47.466964] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=33.36%)
[2025-10-11T14:11:47.467234] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-10-11T14:11:47.467369] [INFO ] [sig       ] INSP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:47.617477] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/INSP.txt
[2025-10-11T14:11:47.617735] [INFO ] [sig       ] [957/1823] Completed INSP in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:47.617799] [INFO ] [sig       ] [958/1823] Forecasting INSW...
[2025-10-11T14:11:47.617836] [INFO ] [sig       ] Generating forecast for: INSW
[2025-10-11T14:11:47.617936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'.
[2025-10-11T14:11:47.627508] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INSW'.
[2025-10-11T14:11:47.628069] [INFO ] [FORECASTER] Starting predict_future for INSW
[2025-10-11T14:11:47.654983] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:47.655867] [DEBUG] [LOCAL     ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt
[2025-10-11T14:11:47.655926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:47.655962] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:47.655991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:47.656052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:47.675196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:47.676115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:47.676207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:47.676244] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:47.713690] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:47.713923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:47.713989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:47.714023] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:47.717824] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2025-10-11T14:11:47.718131] [INFO ] [FORECASTER] Completed predict_future for INSW
[2025-10-11T14:11:47.718275] [INFO ] [sig       ] INSW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:47.864779] [INFO ] [LOCAL     ] Saved forecast: INSW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/INSW.txt
[2025-10-11T14:11:47.865038] [INFO ] [sig       ] [958/1823] Completed INSW in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:47.865081] [INFO ] [sig       ] [959/1823] Forecasting INVH...
[2025-10-11T14:11:47.865112] [INFO ] [sig       ] Generating forecast for: INVH
[2025-10-11T14:11:47.865144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-10-11T14:11:47.874326] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INVH'.
[2025-10-11T14:11:47.874666] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-10-11T14:11:47.900419] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:47.901351] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-10-11T14:11:47.901418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:47.901454] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:47.901506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:47.901569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:47.919773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:47.920667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:47.920763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:47.920800] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:47.953904] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:47.954112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:47.954158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:47.954189] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:47.957895] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=13.10%)
[2025-10-11T14:11:47.958175] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-10-11T14:11:47.958320] [INFO ] [sig       ] INVH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:48.097153] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/INVH.txt
[2025-10-11T14:11:48.097389] [INFO ] [sig       ] [959/1823] Completed INVH in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:48.097433] [INFO ] [sig       ] [960/1823] Forecasting INVX...
[2025-10-11T14:11:48.097463] [INFO ] [sig       ] Generating forecast for: INVX
[2025-10-11T14:11:48.097496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVX' from 'https://tdm.silogroup.org/data/derivative_storage/INVX.csv'.
[2025-10-11T14:11:48.106960] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'INVX'.
[2025-10-11T14:11:48.107298] [INFO ] [FORECASTER] Starting predict_future for INVX
[2025-10-11T14:11:48.134471] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:48.135280] [DEBUG] [LOCAL     ] No optimal features file found for INVX: ./output/feature-sets/INVX.txt
[2025-10-11T14:11:48.135336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:48.135374] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:48.135404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:48.135463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:48.153572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:48.154181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:48.154267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:48.154302] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:48.189551] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:48.189738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:48.189795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:48.189828] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:48.193430] [DEBUG] [FORECASTER] INVX: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-10-11T14:11:48.193757] [INFO ] [FORECASTER] Completed predict_future for INVX
[2025-10-11T14:11:48.193906] [INFO ] [sig       ] INVX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:48.338803] [INFO ] [LOCAL     ] Saved forecast: INVX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/INVX.txt
[2025-10-11T14:11:48.339107] [INFO ] [sig       ] [960/1823] Completed INVX in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:48.339153] [INFO ] [sig       ] [961/1823] Forecasting IONQ...
[2025-10-11T14:11:48.339184] [INFO ] [sig       ] Generating forecast for: IONQ
[2025-10-11T14:11:48.339217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'.
[2025-10-11T14:11:48.348136] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IONQ'.
[2025-10-11T14:11:48.348454] [INFO ] [FORECASTER] Starting predict_future for IONQ
[2025-10-11T14:11:48.374978] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:48.375907] [DEBUG] [LOCAL     ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt
[2025-10-11T14:11:48.375965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:48.376000] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:48.376030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:48.376090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:48.394341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:48.395050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:48.395137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:48.395172] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:48.431186] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:48.431303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:48.431340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:48.431369] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:48.434732] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-10-11T14:11:48.435007] [INFO ] [FORECASTER] Completed predict_future for IONQ
[2025-10-11T14:11:48.435142] [INFO ] [sig       ] IONQ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:48.579127] [INFO ] [LOCAL     ] Saved forecast: IONQ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IONQ.txt
[2025-10-11T14:11:48.579369] [INFO ] [sig       ] [961/1823] Completed IONQ in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:48.579413] [INFO ] [sig       ] [962/1823] Forecasting IOT...
[2025-10-11T14:11:48.579445] [INFO ] [sig       ] Generating forecast for: IOT
[2025-10-11T14:11:48.579478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'.
[2025-10-11T14:11:48.589612] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IOT'.
[2025-10-11T14:11:48.590117] [INFO ] [FORECASTER] Starting predict_future for IOT
[2025-10-11T14:11:48.615336] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:48.616131] [DEBUG] [LOCAL     ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt
[2025-10-11T14:11:48.616186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:48.616221] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:48.616250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:48.616307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:48.633133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:48.633699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:48.633785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:48.633820] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:48.668267] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:48.668432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:48.668475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:48.668505] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:48.671941] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-10-11T14:11:48.672209] [INFO ] [FORECASTER] Completed predict_future for IOT
[2025-10-11T14:11:48.672346] [INFO ] [sig       ] IOT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:48.812483] [INFO ] [LOCAL     ] Saved forecast: IOT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IOT.txt
[2025-10-11T14:11:48.812726] [INFO ] [sig       ] [962/1823] Completed IOT in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:48.812801] [INFO ] [sig       ] [963/1823] Forecasting IP...
[2025-10-11T14:11:48.812842] [INFO ] [sig       ] Generating forecast for: IP
[2025-10-11T14:11:48.812883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'.
[2025-10-11T14:11:48.824770] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IP'.
[2025-10-11T14:11:48.825078] [INFO ] [FORECASTER] Starting predict_future for IP
[2025-10-11T14:11:48.850256] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:48.851034] [DEBUG] [LOCAL     ] No optimal features file found for IP: ./output/feature-sets/IP.txt
[2025-10-11T14:11:48.851088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:48.851122] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:48.851150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:48.851206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:48.868582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:48.869192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:48.869274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:48.869308] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:48.904933] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:48.905026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:48.905063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:48.905092] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:48.908192] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-10-11T14:11:48.908446] [INFO ] [FORECASTER] Completed predict_future for IP
[2025-10-11T14:11:48.908585] [INFO ] [sig       ] IP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:49.050569] [INFO ] [LOCAL     ] Saved forecast: IP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IP.txt
[2025-10-11T14:11:49.050856] [INFO ] [sig       ] [963/1823] Completed IP in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:49.050913] [INFO ] [sig       ] [964/1823] Forecasting IPG...
[2025-10-11T14:11:49.050948] [INFO ] [sig       ] Generating forecast for: IPG
[2025-10-11T14:11:49.050980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'.
[2025-10-11T14:11:49.059567] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'IPG'.
[2025-10-11T14:11:49.059874] [INFO ] [FORECASTER] Starting predict_future for IPG
[2025-10-11T14:11:49.084639] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:49.085361] [DEBUG] [LOCAL     ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt
[2025-10-11T14:11:49.085415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:49.085450] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:49.085478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:49.085535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:49.102618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:49.103278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:49.103361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:49.103395] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:49.137995] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:49.138131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:49.138190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:49.138221] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:49.141528] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: UP (p=66.57%)
[2025-10-11T14:11:49.141839] [INFO ] [FORECASTER] Completed predict_future for IPG
[2025-10-11T14:11:49.141982] [INFO ] [sig       ] IPG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:49.298554] [INFO ] [LOCAL     ] Saved forecast: IPG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IPG.txt
[2025-10-11T14:11:49.298862] [INFO ] [sig       ] [964/1823] Completed IPG in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:49.298926] [INFO ] [sig       ] [965/1823] Forecasting IPI...
[2025-10-11T14:11:49.298960] [INFO ] [sig       ] Generating forecast for: IPI
[2025-10-11T14:11:49.298994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-10-11T14:11:49.308073] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IPI'.
[2025-10-11T14:11:49.308385] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-10-11T14:11:49.334140] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:49.334947] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-10-11T14:11:49.335003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:49.335039] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:49.335069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:49.335127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:49.352826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:49.353371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:49.353454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:49.353489] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:49.390882] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:49.390995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:49.391034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:49.391062] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:49.394447] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-10-11T14:11:49.394760] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-10-11T14:11:49.394907] [INFO ] [sig       ] IPI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:49.538726] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IPI.txt
[2025-10-11T14:11:49.538945] [INFO ] [sig       ] [965/1823] Completed IPI in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:49.538989] [INFO ] [sig       ] [966/1823] Forecasting IQI...
[2025-10-11T14:11:49.539020] [INFO ] [sig       ] Generating forecast for: IQI
[2025-10-11T14:11:49.539053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-10-11T14:11:49.550399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IQI'.
[2025-10-11T14:11:49.550717] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-10-11T14:11:49.575955] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:49.576702] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-10-11T14:11:49.576760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:49.576794] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:49.576822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:49.576898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:49.594926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:49.595486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:49.595569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:49.595605] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:49.632232] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:49.632331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:49.632369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:49.632400] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:49.635598] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-10-11T14:11:49.635975] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-10-11T14:11:49.636127] [INFO ] [sig       ] IQI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:49.783917] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IQI.txt
[2025-10-11T14:11:49.784158] [INFO ] [sig       ] [966/1823] Completed IQI in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:49.784203] [INFO ] [sig       ] [967/1823] Forecasting IQV...
[2025-10-11T14:11:49.784235] [INFO ] [sig       ] Generating forecast for: IQV
[2025-10-11T14:11:49.784268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'.
[2025-10-11T14:11:49.793553] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'IQV'.
[2025-10-11T14:11:49.793897] [INFO ] [FORECASTER] Starting predict_future for IQV
[2025-10-11T14:11:49.819550] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:49.820292] [DEBUG] [LOCAL     ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt
[2025-10-11T14:11:49.820346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:49.820381] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:49.820408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:49.820465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:49.838423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:49.839041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:49.839123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:49.839159] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:49.878161] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:49.878395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:49.878490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:49.878625] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:49.884470] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-10-11T14:11:49.884997] [INFO ] [FORECASTER] Completed predict_future for IQV
[2025-10-11T14:11:49.885202] [INFO ] [sig       ] IQV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:50.052906] [INFO ] [LOCAL     ] Saved forecast: IQV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IQV.txt
[2025-10-11T14:11:50.053118] [INFO ] [sig       ] [967/1823] Completed IQV in 0.3s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:50.053162] [INFO ] [sig       ] [968/1823] Forecasting IR...
[2025-10-11T14:11:50.053193] [INFO ] [sig       ] Generating forecast for: IR
[2025-10-11T14:11:50.053226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'.
[2025-10-11T14:11:50.061705] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IR'.
[2025-10-11T14:11:50.061989] [INFO ] [FORECASTER] Starting predict_future for IR
[2025-10-11T14:11:50.087078] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:50.087809] [DEBUG] [LOCAL     ] No optimal features file found for IR: ./output/feature-sets/IR.txt
[2025-10-11T14:11:50.087863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:50.087897] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:50.087925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:50.087982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:50.106321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:50.107190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:50.107275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:50.107312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:50.144306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:50.144408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:50.144445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:50.144474] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:50.147818] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-10-11T14:11:50.148093] [INFO ] [FORECASTER] Completed predict_future for IR
[2025-10-11T14:11:50.148228] [INFO ] [sig       ] IR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:50.296864] [INFO ] [LOCAL     ] Saved forecast: IR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IR.txt
[2025-10-11T14:11:50.297122] [INFO ] [sig       ] [968/1823] Completed IR in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:50.297168] [INFO ] [sig       ] [969/1823] Forecasting IRM...
[2025-10-11T14:11:50.297201] [INFO ] [sig       ] Generating forecast for: IRM
[2025-10-11T14:11:50.297235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-10-11T14:11:50.306476] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IRM'.
[2025-10-11T14:11:50.306895] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-10-11T14:11:50.334064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:50.334893] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-10-11T14:11:50.334950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:50.334988] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:50.335018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:50.335078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:50.353099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:50.353707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:50.353793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:50.353827] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:50.395891] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:50.396008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:50.396048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:50.396077] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:50.399737] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2025-10-11T14:11:50.400034] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-10-11T14:11:50.400180] [INFO ] [sig       ] IRM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:50.544214] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IRM.txt
[2025-10-11T14:11:50.544458] [INFO ] [sig       ] [969/1823] Completed IRM in 0.2s | 4.09 sym/s | Total: 3.9m | ETA: 3.5m
[2025-10-11T14:11:50.544516] [INFO ] [sig       ] [970/1823] Forecasting IRS...
[2025-10-11T14:11:50.544550] [INFO ] [sig       ] Generating forecast for: IRS
[2025-10-11T14:11:50.544583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'.
[2025-10-11T14:11:50.553632] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IRS'.
[2025-10-11T14:11:50.553968] [INFO ] [FORECASTER] Starting predict_future for IRS
[2025-10-11T14:11:50.580133] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:50.580894] [DEBUG] [LOCAL     ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt
[2025-10-11T14:11:50.580950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:50.580985] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:50.581014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:50.581072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:50.598864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:50.599439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:50.599544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:50.599591] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:50.635499] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:50.635618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:50.635689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:50.635734] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:50.639063] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: DOWN (p=43.65%)
[2025-10-11T14:11:50.639332] [INFO ] [FORECASTER] Completed predict_future for IRS
[2025-10-11T14:11:50.639512] [INFO ] [sig       ] IRS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:50.782057] [INFO ] [LOCAL     ] Saved forecast: IRS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IRS.txt
[2025-10-11T14:11:50.782266] [INFO ] [sig       ] [970/1823] Completed IRS in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.5m
[2025-10-11T14:11:50.782352] [INFO ] [sig       ] [971/1823] Forecasting IRT...
[2025-10-11T14:11:50.782391] [INFO ] [sig       ] Generating forecast for: IRT
[2025-10-11T14:11:50.782424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'.
[2025-10-11T14:11:50.791726] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IRT'.
[2025-10-11T14:11:50.792032] [INFO ] [FORECASTER] Starting predict_future for IRT
[2025-10-11T14:11:50.817462] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:50.818190] [DEBUG] [LOCAL     ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt
[2025-10-11T14:11:50.818244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:50.818277] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:50.818304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:50.818359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:50.835396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:50.835991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:50.836070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:50.836104] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:50.873796] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:50.873909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:50.873949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:50.873996] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:50.877264] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: UP (p=85.50%)
[2025-10-11T14:11:50.877539] [INFO ] [FORECASTER] Completed predict_future for IRT
[2025-10-11T14:11:50.877708] [INFO ] [sig       ] IRT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:51.041996] [INFO ] [LOCAL     ] Saved forecast: IRT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IRT.txt
[2025-10-11T14:11:51.042249] [INFO ] [sig       ] [971/1823] Completed IRT in 0.3s | 4.09 sym/s | Total: 4.0m | ETA: 3.5m
[2025-10-11T14:11:51.042293] [INFO ] [sig       ] [972/1823] Forecasting ISD...
[2025-10-11T14:11:51.042325] [INFO ] [sig       ] Generating forecast for: ISD
[2025-10-11T14:11:51.042357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-10-11T14:11:51.051206] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ISD'.
[2025-10-11T14:11:51.051588] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-10-11T14:11:51.076969] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:51.077794] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-10-11T14:11:51.077850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:51.077885] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:51.077914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:51.077971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:51.095125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:51.095998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:51.096084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:51.096120] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:51.130810] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:51.130988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:51.131032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:51.131062] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:51.134710] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-10-11T14:11:51.135016] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-10-11T14:11:51.135164] [INFO ] [sig       ] ISD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:51.274603] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ISD.txt
[2025-10-11T14:11:51.274839] [INFO ] [sig       ] [972/1823] Completed ISD in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.5m
[2025-10-11T14:11:51.274891] [INFO ] [sig       ] [973/1823] Forecasting IT...
[2025-10-11T14:11:51.274924] [INFO ] [sig       ] Generating forecast for: IT
[2025-10-11T14:11:51.274956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'.
[2025-10-11T14:11:51.283831] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'IT'.
[2025-10-11T14:11:51.284113] [INFO ] [FORECASTER] Starting predict_future for IT
[2025-10-11T14:11:51.309088] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:51.309811] [DEBUG] [LOCAL     ] No optimal features file found for IT: ./output/feature-sets/IT.txt
[2025-10-11T14:11:51.309866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:51.309899] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:51.309926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:51.309983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:51.327013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:51.327573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:51.327674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:51.327728] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:51.363390] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:51.363491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:51.363528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:51.363557] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:51.366754] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-10-11T14:11:51.367015] [INFO ] [FORECASTER] Completed predict_future for IT
[2025-10-11T14:11:51.367146] [INFO ] [sig       ] IT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:51.508543] [INFO ] [LOCAL     ] Saved forecast: IT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IT.txt
[2025-10-11T14:11:51.508785] [INFO ] [sig       ] [973/1823] Completed IT in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.5m
[2025-10-11T14:11:51.508845] [INFO ] [sig       ] [974/1823] Forecasting ITGR...
[2025-10-11T14:11:51.508879] [INFO ] [sig       ] Generating forecast for: ITGR
[2025-10-11T14:11:51.508912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'.
[2025-10-11T14:11:51.517797] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ITGR'.
[2025-10-11T14:11:51.518064] [INFO ] [FORECASTER] Starting predict_future for ITGR
[2025-10-11T14:11:51.543826] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:51.544613] [DEBUG] [LOCAL     ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt
[2025-10-11T14:11:51.544696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:51.544743] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:51.544774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:51.544835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:51.562598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:51.563210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:51.563293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:51.563328] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:51.601326] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:51.601490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:51.601533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:51.601563] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:51.605043] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-10-11T14:11:51.605311] [INFO ] [FORECASTER] Completed predict_future for ITGR
[2025-10-11T14:11:51.605449] [INFO ] [sig       ] ITGR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:51.749216] [INFO ] [LOCAL     ] Saved forecast: ITGR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ITGR.txt
[2025-10-11T14:11:51.749439] [INFO ] [sig       ] [974/1823] Completed ITGR in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.5m
[2025-10-11T14:11:51.749483] [INFO ] [sig       ] [975/1823] Forecasting ITT...
[2025-10-11T14:11:51.749514] [INFO ] [sig       ] Generating forecast for: ITT
[2025-10-11T14:11:51.749548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'.
[2025-10-11T14:11:51.758409] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ITT'.
[2025-10-11T14:11:51.758709] [INFO ] [FORECASTER] Starting predict_future for ITT
[2025-10-11T14:11:51.784819] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:51.785523] [DEBUG] [LOCAL     ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt
[2025-10-11T14:11:51.785579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:51.785614] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:51.785665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:51.785751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:51.803706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:51.804309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:51.804393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:51.804429] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:51.842762] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:51.842864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:51.842902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:51.842932] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:51.846214] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-10-11T14:11:51.846493] [INFO ] [FORECASTER] Completed predict_future for ITT
[2025-10-11T14:11:51.846691] [INFO ] [sig       ] ITT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:52.000072] [INFO ] [LOCAL     ] Saved forecast: ITT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ITT.txt
[2025-10-11T14:11:52.000300] [INFO ] [sig       ] [975/1823] Completed ITT in 0.3s | 4.09 sym/s | Total: 4.0m | ETA: 3.5m
[2025-10-11T14:11:52.000343] [INFO ] [sig       ] [976/1823] Forecasting ITUB...
[2025-10-11T14:11:52.000373] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-10-11T14:11:52.000405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-10-11T14:11:52.009541] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ITUB'.
[2025-10-11T14:11:52.009859] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-10-11T14:11:52.034849] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:52.035536] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-10-11T14:11:52.035590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:52.035622] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:52.035685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:52.035769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:52.052963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:52.053501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:52.053579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:52.053612] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:52.089102] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:52.089202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:52.089239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:52.089267] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:52.092416] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-10-11T14:11:52.092704] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-10-11T14:11:52.092845] [INFO ] [sig       ] ITUB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:52.234186] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ITUB.txt
[2025-10-11T14:11:52.234400] [INFO ] [sig       ] [976/1823] Completed ITUB in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:52.234451] [INFO ] [sig       ] [977/1823] Forecasting ITW...
[2025-10-11T14:11:52.234483] [INFO ] [sig       ] Generating forecast for: ITW
[2025-10-11T14:11:52.234515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'.
[2025-10-11T14:11:52.243775] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ITW'.
[2025-10-11T14:11:52.244061] [INFO ] [FORECASTER] Starting predict_future for ITW
[2025-10-11T14:11:52.269012] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:52.269722] [DEBUG] [LOCAL     ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt
[2025-10-11T14:11:52.269778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:52.269812] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:52.269840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:52.269896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:52.286778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:52.287310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:52.287389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:52.287422] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:52.320956] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:52.321067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:52.321106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:52.321133] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:52.324359] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-10-11T14:11:52.324621] [INFO ] [FORECASTER] Completed predict_future for ITW
[2025-10-11T14:11:52.324792] [INFO ] [sig       ] ITW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:52.472739] [INFO ] [LOCAL     ] Saved forecast: ITW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ITW.txt
[2025-10-11T14:11:52.472975] [INFO ] [sig       ] [977/1823] Completed ITW in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:52.473020] [INFO ] [sig       ] [978/1823] Forecasting IVR...
[2025-10-11T14:11:52.473052] [INFO ] [sig       ] Generating forecast for: IVR
[2025-10-11T14:11:52.473090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'.
[2025-10-11T14:11:52.488431] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IVR'.
[2025-10-11T14:11:52.488901] [INFO ] [FORECASTER] Starting predict_future for IVR
[2025-10-11T14:11:52.518119] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:52.518928] [DEBUG] [LOCAL     ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt
[2025-10-11T14:11:52.518985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:52.519021] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:52.519052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:52.519113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:52.539835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:52.540885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:52.541000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:52.541070] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:52.577383] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:52.577491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:52.577531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:52.577613] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:52.581021] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-10-11T14:11:52.581291] [INFO ] [FORECASTER] Completed predict_future for IVR
[2025-10-11T14:11:52.581426] [INFO ] [sig       ] IVR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:52.722450] [INFO ] [LOCAL     ] Saved forecast: IVR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IVR.txt
[2025-10-11T14:11:52.722693] [INFO ] [sig       ] [978/1823] Completed IVR in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:52.722753] [INFO ] [sig       ] [979/1823] Forecasting IVT...
[2025-10-11T14:11:52.722788] [INFO ] [sig       ] Generating forecast for: IVT
[2025-10-11T14:11:52.722821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'.
[2025-10-11T14:11:52.732567] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IVT'.
[2025-10-11T14:11:52.732866] [INFO ] [FORECASTER] Starting predict_future for IVT
[2025-10-11T14:11:52.757803] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:52.758519] [DEBUG] [LOCAL     ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt
[2025-10-11T14:11:52.758572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:52.758605] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:52.758634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:52.758731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:52.775883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:52.776416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:52.776496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:52.776529] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:52.810335] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:52.810446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:52.810484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:52.810513] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:52.813704] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-10-11T14:11:52.813967] [INFO ] [FORECASTER] Completed predict_future for IVT
[2025-10-11T14:11:52.814095] [INFO ] [sig       ] IVT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:52.954812] [INFO ] [LOCAL     ] Saved forecast: IVT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IVT.txt
[2025-10-11T14:11:52.955097] [INFO ] [sig       ] [979/1823] Completed IVT in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:52.955145] [INFO ] [sig       ] [980/1823] Forecasting IVZ...
[2025-10-11T14:11:52.955175] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-10-11T14:11:52.955208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-10-11T14:11:52.964869] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IVZ'.
[2025-10-11T14:11:52.965244] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-10-11T14:11:52.990682] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:52.991444] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-10-11T14:11:52.991498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:52.991532] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:52.991560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:52.991618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:53.008460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:53.009053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:53.009135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:53.009168] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:53.044835] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:53.044926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:53.044962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:53.045076] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:53.049904] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2025-10-11T14:11:53.050164] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-10-11T14:11:53.050295] [INFO ] [sig       ] IVZ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:53.189437] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/IVZ.txt
[2025-10-11T14:11:53.189713] [INFO ] [sig       ] [980/1823] Completed IVZ in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:53.189773] [INFO ] [sig       ] [981/1823] Forecasting IX...
[2025-10-11T14:11:53.189807] [INFO ] [sig       ] Generating forecast for: IX
[2025-10-11T14:11:53.189840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-10-11T14:11:53.198547] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'IX'.
[2025-10-11T14:11:53.198841] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-10-11T14:11:53.223620] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:53.224341] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-10-11T14:11:53.224395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:53.224428] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:53.224456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:53.224514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:53.241446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:53.242021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:53.242103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:53.242136] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:53.275411] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:53.275514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:53.275551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:53.275580] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:53.278801] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=74.65%)
[2025-10-11T14:11:53.279060] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-10-11T14:11:53.279229] [INFO ] [sig       ] IX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:53.423880] [INFO ] [LOCAL     ] Saved forecast: IX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/IX.txt
[2025-10-11T14:11:53.424103] [INFO ] [sig       ] [981/1823] Completed IX in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:53.424147] [INFO ] [sig       ] [982/1823] Forecasting J...
[2025-10-11T14:11:53.424179] [INFO ] [sig       ] Generating forecast for: J
[2025-10-11T14:11:53.424212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-10-11T14:11:53.432788] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'J'.
[2025-10-11T14:11:53.433064] [INFO ] [FORECASTER] Starting predict_future for J
[2025-10-11T14:11:53.458234] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:53.458982] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-10-11T14:11:53.459036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:53.459070] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:53.459098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:53.459155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:53.477075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:53.477813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:53.477914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:53.477955] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:53.519329] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:53.519421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:53.519457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:53.519486] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:53.522587] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-10-11T14:11:53.522872] [INFO ] [FORECASTER] Completed predict_future for J
[2025-10-11T14:11:53.523013] [INFO ] [sig       ] J: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:53.671355] [INFO ] [LOCAL     ] Saved forecast: J	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/J.txt
[2025-10-11T14:11:53.671580] [INFO ] [sig       ] [982/1823] Completed J in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:53.671624] [INFO ] [sig       ] [983/1823] Forecasting JBGS...
[2025-10-11T14:11:53.671690] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-10-11T14:11:53.671737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-10-11T14:11:53.681043] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JBGS'.
[2025-10-11T14:11:53.681365] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-10-11T14:11:53.706576] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:53.707310] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-10-11T14:11:53.707365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:53.707398] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:53.707425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:53.707483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:53.724672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:53.725213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:53.725293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:53.725326] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:53.767788] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:53.767872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:53.767909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:53.767937] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:53.771007] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-10-11T14:11:53.771260] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-10-11T14:11:53.771400] [INFO ] [sig       ] JBGS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:53.914270] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JBGS.txt
[2025-10-11T14:11:53.914482] [INFO ] [sig       ] [983/1823] Completed JBGS in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:53.914564] [INFO ] [sig       ] [984/1823] Forecasting JBI...
[2025-10-11T14:11:53.914613] [INFO ] [sig       ] Generating forecast for: JBI
[2025-10-11T14:11:53.914676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-10-11T14:11:53.924050] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JBI'.
[2025-10-11T14:11:53.924394] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-10-11T14:11:53.950797] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:53.951541] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-10-11T14:11:53.951598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:53.951633] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:53.951723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:53.951807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:53.970095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:53.970715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:53.970802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:53.970836] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:54.008607] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:54.008818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:54.008868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:54.008900] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:54.012753] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-10-11T14:11:54.013075] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-10-11T14:11:54.013227] [INFO ] [sig       ] JBI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:54.164807] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JBI.txt
[2025-10-11T14:11:54.165151] [INFO ] [sig       ] [984/1823] Completed JBI in 0.3s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:54.165222] [INFO ] [sig       ] [985/1823] Forecasting JBL...
[2025-10-11T14:11:54.165277] [INFO ] [sig       ] Generating forecast for: JBL
[2025-10-11T14:11:54.165316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-10-11T14:11:54.175377] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JBL'.
[2025-10-11T14:11:54.175716] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-10-11T14:11:54.202424] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:54.203204] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-10-11T14:11:54.203260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:54.203296] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:54.203325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:54.203386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:54.221276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:54.221911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:54.222065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:54.222121] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:54.260573] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:54.260760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:54.260815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:54.260848] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:54.264346] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-10-11T14:11:54.264616] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-10-11T14:11:54.264790] [INFO ] [sig       ] JBL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:54.406247] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JBL.txt
[2025-10-11T14:11:54.406503] [INFO ] [sig       ] [985/1823] Completed JBL in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:54.406549] [INFO ] [sig       ] [986/1823] Forecasting JBND...
[2025-10-11T14:11:54.406609] [INFO ] [sig       ] Generating forecast for: JBND
[2025-10-11T14:11:54.406691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-10-11T14:11:54.416100] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JBND'.
[2025-10-11T14:11:54.416438] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-10-11T14:11:54.441783] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:54.442569] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-10-11T14:11:54.442624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:54.442694] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:54.442736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:54.442795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:54.459889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:54.460443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:54.460528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:54.460561] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:54.495697] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:54.495806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:54.495844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:54.495873] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:54.499129] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-10-11T14:11:54.499392] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-10-11T14:11:54.499526] [INFO ] [sig       ] JBND: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:54.640327] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JBND.txt
[2025-10-11T14:11:54.640570] [INFO ] [sig       ] [986/1823] Completed JBND in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:54.640616] [INFO ] [sig       ] [987/1823] Forecasting JCE...
[2025-10-11T14:11:54.640674] [INFO ] [sig       ] Generating forecast for: JCE
[2025-10-11T14:11:54.640729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-10-11T14:11:54.649910] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JCE'.
[2025-10-11T14:11:54.650245] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-10-11T14:11:54.675728] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:54.676457] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-10-11T14:11:54.676511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:54.676546] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:54.676575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:54.676705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:54.694104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:54.694696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:54.694803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:54.694839] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:54.731194] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:54.731327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:54.731367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:54.731396] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:54.734706] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: UP (p=59.37%)
[2025-10-11T14:11:54.734978] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-10-11T14:11:54.735118] [INFO ] [sig       ] JCE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:54.876550] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JCE.txt
[2025-10-11T14:11:54.876854] [INFO ] [sig       ] [987/1823] Completed JCE in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:54.876916] [INFO ] [sig       ] [988/1823] Forecasting JCI...
[2025-10-11T14:11:54.876951] [INFO ] [sig       ] Generating forecast for: JCI
[2025-10-11T14:11:54.876985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-10-11T14:11:54.885971] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JCI'.
[2025-10-11T14:11:54.886278] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-10-11T14:11:54.911688] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:54.912458] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-10-11T14:11:54.912514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:54.912550] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:54.912580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:54.912639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:54.930128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:54.930775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:54.930862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:54.930898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:54.967043] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:54.967169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:54.967209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:54.967239] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:54.970599] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-10-11T14:11:54.970910] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-10-11T14:11:54.971060] [INFO ] [sig       ] JCI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:55.113073] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JCI.txt
[2025-10-11T14:11:55.113337] [INFO ] [sig       ] [988/1823] Completed JCI in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:55.113383] [INFO ] [sig       ] [989/1823] Forecasting JEF...
[2025-10-11T14:11:55.113415] [INFO ] [sig       ] Generating forecast for: JEF
[2025-10-11T14:11:55.113449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-10-11T14:11:55.122397] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JEF'.
[2025-10-11T14:11:55.122734] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-10-11T14:11:55.148308] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:55.149112] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-10-11T14:11:55.149185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:55.149222] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:55.149251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:55.149311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:55.166826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:55.167386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:55.167473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:55.167507] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:55.204788] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:55.204928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:55.204971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:55.205002] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:55.208454] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-10-11T14:11:55.208776] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-10-11T14:11:55.208930] [INFO ] [sig       ] JEF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:55.354591] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JEF.txt
[2025-10-11T14:11:55.354915] [INFO ] [sig       ] [989/1823] Completed JEF in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:55.354990] [INFO ] [sig       ] [990/1823] Forecasting JELD...
[2025-10-11T14:11:55.355026] [INFO ] [sig       ] Generating forecast for: JELD
[2025-10-11T14:11:55.355059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-10-11T14:11:55.363986] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JELD'.
[2025-10-11T14:11:55.364273] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-10-11T14:11:55.390107] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:55.390921] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-10-11T14:11:55.390990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:55.391027] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:55.391055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:55.391164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:55.409090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:55.409680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:55.409772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:55.409807] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:55.446259] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:55.446376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:55.446416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:55.446444] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:55.449892] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-10-11T14:11:55.450154] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-10-11T14:11:55.450295] [INFO ] [sig       ] JELD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:55.592460] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JELD.txt
[2025-10-11T14:11:55.592742] [INFO ] [sig       ] [990/1823] Completed JELD in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:55.592803] [INFO ] [sig       ] [991/1823] Forecasting JEQ...
[2025-10-11T14:11:55.592837] [INFO ] [sig       ] Generating forecast for: JEQ
[2025-10-11T14:11:55.592879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEQ.csv'.
[2025-10-11T14:11:55.602055] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JEQ'.
[2025-10-11T14:11:55.602405] [INFO ] [FORECASTER] Starting predict_future for JEQ
[2025-10-11T14:11:55.628268] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:55.629059] [DEBUG] [LOCAL     ] No optimal features file found for JEQ: ./output/feature-sets/JEQ.txt
[2025-10-11T14:11:55.629127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:55.629168] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:55.629199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:55.629257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:55.647904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:55.648468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:55.648551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:55.648585] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:55.684304] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:55.684400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:55.684437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:55.684467] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:55.687610] [DEBUG] [FORECASTER] JEQ: Forecast T+1@11:T+2@11: DOWN (p=47.46%)
[2025-10-11T14:11:55.687897] [INFO ] [FORECASTER] Completed predict_future for JEQ
[2025-10-11T14:11:55.688035] [INFO ] [sig       ] JEQ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:55.836759] [INFO ] [LOCAL     ] Saved forecast: JEQ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JEQ.txt
[2025-10-11T14:11:55.837002] [INFO ] [sig       ] [991/1823] Completed JEQ in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:55.837047] [INFO ] [sig       ] [992/1823] Forecasting JFR...
[2025-10-11T14:11:55.837078] [INFO ] [sig       ] Generating forecast for: JFR
[2025-10-11T14:11:55.837111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'.
[2025-10-11T14:11:55.846600] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JFR'.
[2025-10-11T14:11:55.846929] [INFO ] [FORECASTER] Starting predict_future for JFR
[2025-10-11T14:11:55.873544] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:55.874285] [DEBUG] [LOCAL     ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt
[2025-10-11T14:11:55.874340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:55.874376] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:55.874403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:55.874460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:55.893390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:55.894001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:55.894087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:55.894121] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:55.935162] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:55.935266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:55.935303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:55.935332] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:55.938800] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-10-11T14:11:55.939116] [INFO ] [FORECASTER] Completed predict_future for JFR
[2025-10-11T14:11:55.939265] [INFO ] [sig       ] JFR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:56.088975] [INFO ] [LOCAL     ] Saved forecast: JFR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JFR.txt
[2025-10-11T14:11:56.089251] [INFO ] [sig       ] [992/1823] Completed JFR in 0.3s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:56.089297] [INFO ] [sig       ] [993/1823] Forecasting JGH...
[2025-10-11T14:11:56.089330] [INFO ] [sig       ] Generating forecast for: JGH
[2025-10-11T14:11:56.089364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'.
[2025-10-11T14:11:56.098263] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JGH'.
[2025-10-11T14:11:56.098549] [INFO ] [FORECASTER] Starting predict_future for JGH
[2025-10-11T14:11:56.124788] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:56.125503] [DEBUG] [LOCAL     ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt
[2025-10-11T14:11:56.125559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:56.125594] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:56.125623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:56.125715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:56.143260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:56.143950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:56.144045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:56.144081] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:56.181439] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:56.181564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:56.181637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:56.182037] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:56.186167] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: UP (p=78.98%)
[2025-10-11T14:11:56.186436] [INFO ] [FORECASTER] Completed predict_future for JGH
[2025-10-11T14:11:56.186575] [INFO ] [sig       ] JGH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:56.328282] [INFO ] [LOCAL     ] Saved forecast: JGH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JGH.txt
[2025-10-11T14:11:56.328501] [INFO ] [sig       ] [993/1823] Completed JGH in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:56.328543] [INFO ] [sig       ] [994/1823] Forecasting JHG...
[2025-10-11T14:11:56.328574] [INFO ] [sig       ] Generating forecast for: JHG
[2025-10-11T14:11:56.328607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-10-11T14:11:56.338095] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JHG'.
[2025-10-11T14:11:56.338443] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-10-11T14:11:56.363882] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:56.364581] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-10-11T14:11:56.364636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:56.364713] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:56.364748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:56.364807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:56.381874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:56.382472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:56.382554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:56.382605] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:56.417841] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:56.417946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:56.417984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:56.418014] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:56.421173] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=52.17%)
[2025-10-11T14:11:56.421434] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-10-11T14:11:56.421568] [INFO ] [sig       ] JHG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:56.565775] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JHG.txt
[2025-10-11T14:11:56.566047] [INFO ] [sig       ] [994/1823] Completed JHG in 0.2s | 4.09 sym/s | Total: 4.0m | ETA: 3.4m
[2025-10-11T14:11:56.566108] [INFO ] [sig       ] [995/1823] Forecasting JHI...
[2025-10-11T14:11:56.566142] [INFO ] [sig       ] Generating forecast for: JHI
[2025-10-11T14:11:56.566174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-10-11T14:11:56.576479] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JHI'.
[2025-10-11T14:11:56.576855] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-10-11T14:11:56.601957] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:56.602754] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-10-11T14:11:56.602809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:56.602852] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:56.602905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:56.602966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:56.620302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:56.620921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:56.621007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:56.621040] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:56.657358] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:56.657556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:56.657665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:56.657741] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:56.662251] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=35.20%)
[2025-10-11T14:11:56.662587] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-10-11T14:11:56.662774] [INFO ] [sig       ] JHI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:56.830386] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JHI.txt
[2025-10-11T14:11:56.830671] [INFO ] [sig       ] [995/1823] Completed JHI in 0.3s | 4.09 sym/s | Total: 4.1m | ETA: 3.4m
[2025-10-11T14:11:56.830730] [INFO ] [sig       ] [996/1823] Forecasting JHS...
[2025-10-11T14:11:56.830764] [INFO ] [sig       ] Generating forecast for: JHS
[2025-10-11T14:11:56.830796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'.
[2025-10-11T14:11:56.839687] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JHS'.
[2025-10-11T14:11:56.840025] [INFO ] [FORECASTER] Starting predict_future for JHS
[2025-10-11T14:11:56.865020] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:56.865726] [DEBUG] [LOCAL     ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt
[2025-10-11T14:11:56.865811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:56.865862] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:56.865894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:56.865951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:56.882992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:56.883528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:56.883610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:56.883670] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:56.919318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:56.919434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:56.919472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:56.919500] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:56.922762] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-10-11T14:11:56.923033] [INFO ] [FORECASTER] Completed predict_future for JHS
[2025-10-11T14:11:56.923170] [INFO ] [sig       ] JHS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:57.062293] [INFO ] [LOCAL     ] Saved forecast: JHS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JHS.txt
[2025-10-11T14:11:57.062594] [INFO ] [sig       ] [996/1823] Completed JHS in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.4m
[2025-10-11T14:11:57.062665] [INFO ] [sig       ] [997/1823] Forecasting JHX...
[2025-10-11T14:11:57.062720] [INFO ] [sig       ] Generating forecast for: JHX
[2025-10-11T14:11:57.062757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-10-11T14:11:57.071860] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JHX'.
[2025-10-11T14:11:57.072147] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-10-11T14:11:57.097457] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:57.098237] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-10-11T14:11:57.098293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:57.098327] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:57.098355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:57.098414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:57.115252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:57.115881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:57.115974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:57.116007] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:57.153429] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:57.153551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:57.153590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:57.153619] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:57.156920] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=42.64%)
[2025-10-11T14:11:57.157185] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-10-11T14:11:57.157325] [INFO ] [sig       ] JHX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:57.298137] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JHX.txt
[2025-10-11T14:11:57.298371] [INFO ] [sig       ] [997/1823] Completed JHX in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.4m
[2025-10-11T14:11:57.298413] [INFO ] [sig       ] [998/1823] Forecasting JILL...
[2025-10-11T14:11:57.298444] [INFO ] [sig       ] Generating forecast for: JILL
[2025-10-11T14:11:57.298485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-10-11T14:11:57.308047] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JILL'.
[2025-10-11T14:11:57.308440] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-10-11T14:11:57.334234] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:57.335037] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-10-11T14:11:57.335094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:57.335128] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:57.335156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:57.335213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:57.352786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:57.353344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:57.353428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:57.353462] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:57.391869] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:57.391988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:57.392029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:57.392060] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:57.395371] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-10-11T14:11:57.395638] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-10-11T14:11:57.395814] [INFO ] [sig       ] JILL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:57.538719] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JILL.txt
[2025-10-11T14:11:57.538973] [INFO ] [sig       ] [998/1823] Completed JILL in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.4m
[2025-10-11T14:11:57.539018] [INFO ] [sig       ] [999/1823] Forecasting JKS...
[2025-10-11T14:11:57.539048] [INFO ] [sig       ] Generating forecast for: JKS
[2025-10-11T14:11:57.539079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-10-11T14:11:57.548246] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JKS'.
[2025-10-11T14:11:57.548548] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-10-11T14:11:57.574176] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:57.574909] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-10-11T14:11:57.574967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:57.575000] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:57.575029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:57.575087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:57.596670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:57.597863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:57.598001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:57.598057] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:57.635542] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:57.635663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:57.635722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:57.635755] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:57.639045] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-10-11T14:11:57.639308] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-10-11T14:11:57.639490] [INFO ] [sig       ] JKS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:57.782927] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JKS.txt
[2025-10-11T14:11:57.783153] [INFO ] [sig       ] [999/1823] Completed JKS in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.4m
[2025-10-11T14:11:57.783213] [INFO ] [sig       ] [1000/1823] Forecasting JLL...
[2025-10-11T14:11:57.783247] [INFO ] [sig       ] Generating forecast for: JLL
[2025-10-11T14:11:57.783288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-10-11T14:11:57.792699] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JLL'.
[2025-10-11T14:11:57.793015] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-10-11T14:11:57.818886] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:57.819622] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-10-11T14:11:57.819703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:57.819746] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:57.819776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:57.819834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:57.838437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:57.839112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:57.839199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:57.839233] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:57.877634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:57.877748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:57.877788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:57.877816] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:57.881100] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-10-11T14:11:57.881361] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-10-11T14:11:57.881493] [INFO ] [sig       ] JLL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:58.025119] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JLL.txt
[2025-10-11T14:11:58.025349] [INFO ] [sig       ] [1000/1823] Completed JLL in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.4m
[2025-10-11T14:11:58.025394] [INFO ] [sig       ] [1001/1823] Forecasting JLS...
[2025-10-11T14:11:58.025443] [INFO ] [sig       ] Generating forecast for: JLS
[2025-10-11T14:11:58.025513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-10-11T14:11:58.034324] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JLS'.
[2025-10-11T14:11:58.034638] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-10-11T14:11:58.060142] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:58.060943] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-10-11T14:11:58.060998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:58.061032] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:58.061059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:58.061118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:58.078717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:58.079307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:58.079392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:58.079445] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:58.117698] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:58.117867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:58.117912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:58.117943] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:58.121553] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-10-11T14:11:58.121863] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-10-11T14:11:58.122011] [INFO ] [sig       ] JLS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:58.266036] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JLS.txt
[2025-10-11T14:11:58.266263] [INFO ] [sig       ] [1001/1823] Completed JLS in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:11:58.266307] [INFO ] [sig       ] [1002/1823] Forecasting JMIA...
[2025-10-11T14:11:58.266337] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-10-11T14:11:58.266370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-10-11T14:11:58.275376] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JMIA'.
[2025-10-11T14:11:58.275677] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-10-11T14:11:58.301137] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:58.302128] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-10-11T14:11:58.302207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:58.302281] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:58.302365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:58.302499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:58.324403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:58.325355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:58.325472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:58.325526] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:58.363827] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:58.363944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:58.363983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:58.364012] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:58.367436] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2025-10-11T14:11:58.367756] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-10-11T14:11:58.367905] [INFO ] [sig       ] JMIA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:58.512127] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JMIA.txt
[2025-10-11T14:11:58.512344] [INFO ] [sig       ] [1002/1823] Completed JMIA in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:11:58.512388] [INFO ] [sig       ] [1003/1823] Forecasting JNJ...
[2025-10-11T14:11:58.512428] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-10-11T14:11:58.512518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-10-11T14:11:58.522232] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JNJ'.
[2025-10-11T14:11:58.522508] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-10-11T14:11:58.548958] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:58.549701] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-10-11T14:11:58.549759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:58.549809] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:58.549884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:58.549952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:58.567710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:58.568282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:58.568364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:58.568398] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:58.606381] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:58.606499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:58.606540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:58.606570] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:58.609939] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-10-11T14:11:58.610206] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-10-11T14:11:58.610343] [INFO ] [sig       ] JNJ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:58.760146] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JNJ.txt
[2025-10-11T14:11:58.760424] [INFO ] [sig       ] [1003/1823] Completed JNJ in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:11:58.760468] [INFO ] [sig       ] [1004/1823] Forecasting JOBY...
[2025-10-11T14:11:58.760500] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-10-11T14:11:58.760532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-10-11T14:11:58.769742] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JOBY'.
[2025-10-11T14:11:58.770019] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-10-11T14:11:58.796109] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:58.797021] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-10-11T14:11:58.797078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:58.797113] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:58.797141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:58.797199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:58.814269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:58.814853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:58.814935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:58.814969] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:58.853605] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:58.853719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:58.853766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:58.853796] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:58.856952] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=78.98%)
[2025-10-11T14:11:58.857212] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-10-11T14:11:58.857349] [INFO ] [sig       ] JOBY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:59.004091] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JOBY.txt
[2025-10-11T14:11:59.004325] [INFO ] [sig       ] [1004/1823] Completed JOBY in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:11:59.004369] [INFO ] [sig       ] [1005/1823] Forecasting JOE...
[2025-10-11T14:11:59.004400] [INFO ] [sig       ] Generating forecast for: JOE
[2025-10-11T14:11:59.004432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-10-11T14:11:59.013252] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JOE'.
[2025-10-11T14:11:59.013525] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-10-11T14:11:59.040726] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:59.041546] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-10-11T14:11:59.041626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:59.041727] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:59.041785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:59.041871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:59.063571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:59.064869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:59.064975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:59.065028] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:59.102870] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:59.103089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:59.103175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:59.103247] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:59.107127] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-10-11T14:11:59.107429] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-10-11T14:11:59.107601] [INFO ] [sig       ] JOE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:59.256192] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JOE.txt
[2025-10-11T14:11:59.256455] [INFO ] [sig       ] [1005/1823] Completed JOE in 0.3s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:11:59.256516] [INFO ] [sig       ] [1006/1823] Forecasting JOF...
[2025-10-11T14:11:59.256550] [INFO ] [sig       ] Generating forecast for: JOF
[2025-10-11T14:11:59.256604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-10-11T14:11:59.266166] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JOF'.
[2025-10-11T14:11:59.266437] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-10-11T14:11:59.291414] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:59.292154] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-10-11T14:11:59.292209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:59.292242] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:59.292271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:59.292328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:59.309267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:59.309854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:59.309937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:59.309972] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:59.346685] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:59.346886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:59.346929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:59.346959] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:59.352063] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-10-11T14:11:59.352335] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-10-11T14:11:59.352490] [INFO ] [sig       ] JOF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:59.496928] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JOF.txt
[2025-10-11T14:11:59.497232] [INFO ] [sig       ] [1006/1823] Completed JOF in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:11:59.497279] [INFO ] [sig       ] [1007/1823] Forecasting JPC...
[2025-10-11T14:11:59.497309] [INFO ] [sig       ] Generating forecast for: JPC
[2025-10-11T14:11:59.497342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-10-11T14:11:59.505930] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JPC'.
[2025-10-11T14:11:59.506188] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-10-11T14:11:59.531154] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:59.531865] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-10-11T14:11:59.531919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:59.531953] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:59.531980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:59.532041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:59.549394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:59.549979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:59.550060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:59.550093] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:59.587488] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:59.587590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:59.587627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:59.587693] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:59.590865] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-10-11T14:11:59.591137] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-10-11T14:11:59.591270] [INFO ] [sig       ] JPC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:11:59.733964] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JPC.txt
[2025-10-11T14:11:59.734179] [INFO ] [sig       ] [1007/1823] Completed JPC in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:11:59.734221] [INFO ] [sig       ] [1008/1823] Forecasting JPM...
[2025-10-11T14:11:59.734250] [INFO ] [sig       ] Generating forecast for: JPM
[2025-10-11T14:11:59.734281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-10-11T14:11:59.745236] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JPM'.
[2025-10-11T14:11:59.745859] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-10-11T14:11:59.773095] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:11:59.774002] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-10-11T14:11:59.774061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:11:59.774100] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:11:59.774130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:11:59.774192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:11:59.792976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:11:59.794298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:11:59.794400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:11:59.794437] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:11:59.842229] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:11:59.842466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:11:59.842520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:11:59.842552] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:11:59.847222] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-10-11T14:11:59.847566] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-10-11T14:11:59.847774] [INFO ] [sig       ] JPM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:11:59.992477] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JPM.txt
[2025-10-11T14:11:59.992875] [INFO ] [sig       ] [1008/1823] Completed JPM in 0.3s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:11:59.992941] [INFO ] [sig       ] [1009/1823] Forecasting JQC...
[2025-10-11T14:11:59.992975] [INFO ] [sig       ] Generating forecast for: JQC
[2025-10-11T14:11:59.993024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-10-11T14:12:00.003596] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JQC'.
[2025-10-11T14:12:00.003964] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-10-11T14:12:00.029602] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:00.030338] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-10-11T14:12:00.030392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:00.030425] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:00.030453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:00.030509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:00.047443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:00.048080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:00.048178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:00.048232] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:00.084272] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:00.084355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:00.084391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:00.084420] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:00.087500] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=38.34%)
[2025-10-11T14:12:00.087800] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-10-11T14:12:00.087950] [INFO ] [sig       ] JQC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:00.227784] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JQC.txt
[2025-10-11T14:12:00.228052] [INFO ] [sig       ] [1009/1823] Completed JQC in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:00.228096] [INFO ] [sig       ] [1010/1823] Forecasting JRI...
[2025-10-11T14:12:00.228126] [INFO ] [sig       ] Generating forecast for: JRI
[2025-10-11T14:12:00.228159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-10-11T14:12:00.238420] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JRI'.
[2025-10-11T14:12:00.238807] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-10-11T14:12:00.264028] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:00.264761] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-10-11T14:12:00.264818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:00.264870] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:00.264900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:00.264960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:00.281925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:00.282861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:00.282958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:00.282993] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:00.318810] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:00.319045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:00.319093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:00.319124] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:00.323077] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=34.55%)
[2025-10-11T14:12:00.323423] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-10-11T14:12:00.323583] [INFO ] [sig       ] JRI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:00.467454] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JRI.txt
[2025-10-11T14:12:00.467819] [INFO ] [sig       ] [1010/1823] Completed JRI in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:00.467884] [INFO ] [sig       ] [1011/1823] Forecasting JRS...
[2025-10-11T14:12:00.467919] [INFO ] [sig       ] Generating forecast for: JRS
[2025-10-11T14:12:00.467953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-10-11T14:12:00.477418] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JRS'.
[2025-10-11T14:12:00.477839] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-10-11T14:12:00.503570] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:00.504353] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-10-11T14:12:00.504411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:00.504447] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:00.504476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:00.504535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:00.522799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:00.523425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:00.523516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:00.523552] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:00.561752] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:00.561861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:00.561900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:00.561930] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:00.565150] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-10-11T14:12:00.565448] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-10-11T14:12:00.565598] [INFO ] [sig       ] JRS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:00.709546] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/JRS.txt
[2025-10-11T14:12:00.709818] [INFO ] [sig       ] [1011/1823] Completed JRS in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:00.709906] [INFO ] [sig       ] [1012/1823] Forecasting JXN...
[2025-10-11T14:12:00.709969] [INFO ] [sig       ] Generating forecast for: JXN
[2025-10-11T14:12:00.710009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-10-11T14:12:00.720730] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JXN'.
[2025-10-11T14:12:00.721122] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-10-11T14:12:00.751661] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:00.752475] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-10-11T14:12:00.752532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:00.752568] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:00.752596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:00.752678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:00.772685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:00.773276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:00.773364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:00.773405] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:00.813984] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:00.814179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:00.814268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:00.814342] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:00.818806] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=54.65%)
[2025-10-11T14:12:00.819233] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-10-11T14:12:00.819426] [INFO ] [sig       ] JXN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:00.963601] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/JXN.txt
[2025-10-11T14:12:00.963903] [INFO ] [sig       ] [1012/1823] Completed JXN in 0.3s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:00.963957] [INFO ] [sig       ] [1013/1823] Forecasting K...
[2025-10-11T14:12:00.963990] [INFO ] [sig       ] Generating forecast for: K
[2025-10-11T14:12:00.964023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-10-11T14:12:00.973819] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'K'.
[2025-10-11T14:12:00.974165] [INFO ] [FORECASTER] Starting predict_future for K
[2025-10-11T14:12:01.004496] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:01.005367] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-10-11T14:12:01.005426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:01.005468] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:01.005522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:01.005583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:01.023263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:01.023867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:01.023953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:01.023987] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:01.065559] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:01.065702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:01.065753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:01.065784] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:01.069005] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2025-10-11T14:12:01.069267] [INFO ] [FORECASTER] Completed predict_future for K
[2025-10-11T14:12:01.069411] [INFO ] [sig       ] K: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:01.211549] [INFO ] [LOCAL     ] Saved forecast: K	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/K.txt
[2025-10-11T14:12:01.211834] [INFO ] [sig       ] [1013/1823] Completed K in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:01.211896] [INFO ] [sig       ] [1014/1823] Forecasting KAI...
[2025-10-11T14:12:01.211930] [INFO ] [sig       ] Generating forecast for: KAI
[2025-10-11T14:12:01.211963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-10-11T14:12:01.222557] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KAI'.
[2025-10-11T14:12:01.222917] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-10-11T14:12:01.248129] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:01.248995] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-10-11T14:12:01.249053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:01.249087] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:01.249114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:01.249172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:01.266105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:01.266734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:01.266818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:01.266852] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:01.306886] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:01.306966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:01.307003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:01.307031] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:01.310043] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2025-10-11T14:12:01.310295] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-10-11T14:12:01.310432] [INFO ] [sig       ] KAI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:01.448598] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KAI.txt
[2025-10-11T14:12:01.448851] [INFO ] [sig       ] [1014/1823] Completed KAI in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:01.448906] [INFO ] [sig       ] [1015/1823] Forecasting KAR...
[2025-10-11T14:12:01.448938] [INFO ] [sig       ] Generating forecast for: KAR
[2025-10-11T14:12:01.448970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'.
[2025-10-11T14:12:01.458727] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KAR'.
[2025-10-11T14:12:01.458990] [INFO ] [FORECASTER] Starting predict_future for KAR
[2025-10-11T14:12:01.483851] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:01.484523] [DEBUG] [LOCAL     ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt
[2025-10-11T14:12:01.484578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:01.484611] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:01.484663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:01.484751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:01.501571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:01.502140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:01.502221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:01.502255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:01.547512] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:01.547609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:01.547675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:01.547726] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:01.550793] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-10-11T14:12:01.551048] [INFO ] [FORECASTER] Completed predict_future for KAR
[2025-10-11T14:12:01.551191] [INFO ] [sig       ] KAR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:01.689443] [INFO ] [LOCAL     ] Saved forecast: KAR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KAR.txt
[2025-10-11T14:12:01.689677] [INFO ] [sig       ] [1015/1823] Completed KAR in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:01.689738] [INFO ] [sig       ] [1016/1823] Forecasting KB...
[2025-10-11T14:12:01.689771] [INFO ] [sig       ] Generating forecast for: KB
[2025-10-11T14:12:01.689803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-10-11T14:12:01.700066] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KB'.
[2025-10-11T14:12:01.700433] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-10-11T14:12:01.725533] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:01.726242] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-10-11T14:12:01.726298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:01.726384] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:01.726422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:01.726482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:01.743698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:01.744472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:01.744562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:01.744596] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:01.786027] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:01.786183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:01.786224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:01.786252] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:01.789703] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=57.59%)
[2025-10-11T14:12:01.790028] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-10-11T14:12:01.790185] [INFO ] [sig       ] KB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:01.933414] [INFO ] [LOCAL     ] Saved forecast: KB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KB.txt
[2025-10-11T14:12:01.933780] [INFO ] [sig       ] [1016/1823] Completed KB in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:01.933845] [INFO ] [sig       ] [1017/1823] Forecasting KBDC...
[2025-10-11T14:12:01.933880] [INFO ] [sig       ] Generating forecast for: KBDC
[2025-10-11T14:12:01.933913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBDC' from 'https://tdm.silogroup.org/data/derivative_storage/KBDC.csv'.
[2025-10-11T14:12:01.943855] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KBDC'.
[2025-10-11T14:12:01.944267] [INFO ] [FORECASTER] Starting predict_future for KBDC
[2025-10-11T14:12:01.969389] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:01.970130] [DEBUG] [LOCAL     ] No optimal features file found for KBDC: ./output/feature-sets/KBDC.txt
[2025-10-11T14:12:01.970185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:01.970219] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:01.970263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:01.970322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:01.987219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:01.987795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:01.987878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:01.987911] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:02.027635] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:02.027749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:02.027786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:02.027815] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:02.030906] [DEBUG] [FORECASTER] KBDC: Forecast T+1@11:T+2@11: UP (p=63.12%)
[2025-10-11T14:12:02.031159] [INFO ] [FORECASTER] Completed predict_future for KBDC
[2025-10-11T14:12:02.031300] [INFO ] [sig       ] KBDC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:02.176355] [INFO ] [LOCAL     ] Saved forecast: KBDC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KBDC.txt
[2025-10-11T14:12:02.176716] [INFO ] [sig       ] [1017/1823] Completed KBDC in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:02.176778] [INFO ] [sig       ] [1018/1823] Forecasting KBH...
[2025-10-11T14:12:02.176811] [INFO ] [sig       ] Generating forecast for: KBH
[2025-10-11T14:12:02.176844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-10-11T14:12:02.186608] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KBH'.
[2025-10-11T14:12:02.186905] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-10-11T14:12:02.212343] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:02.213114] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-10-11T14:12:02.213170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:02.213206] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:02.213234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:02.213293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:02.230749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:02.231346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:02.231434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:02.231469] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:02.273768] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:02.273907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:02.273947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:02.273976] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:02.277495] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-10-11T14:12:02.277821] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-10-11T14:12:02.277978] [INFO ] [sig       ] KBH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:02.419256] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KBH.txt
[2025-10-11T14:12:02.419504] [INFO ] [sig       ] [1018/1823] Completed KBH in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:02.419547] [INFO ] [sig       ] [1019/1823] Forecasting KBR...
[2025-10-11T14:12:02.419578] [INFO ] [sig       ] Generating forecast for: KBR
[2025-10-11T14:12:02.419610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'.
[2025-10-11T14:12:02.429297] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KBR'.
[2025-10-11T14:12:02.429731] [INFO ] [FORECASTER] Starting predict_future for KBR
[2025-10-11T14:12:02.454751] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:02.455455] [DEBUG] [LOCAL     ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt
[2025-10-11T14:12:02.455509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:02.455542] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:02.455569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:02.455627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:02.472494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:02.473078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:02.473163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:02.473197] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:02.515265] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:02.515414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:02.515453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:02.515481] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:02.518870] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-10-11T14:12:02.519139] [INFO ] [FORECASTER] Completed predict_future for KBR
[2025-10-11T14:12:02.519284] [INFO ] [sig       ] KBR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:02.660002] [INFO ] [LOCAL     ] Saved forecast: KBR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KBR.txt
[2025-10-11T14:12:02.660272] [INFO ] [sig       ] [1019/1823] Completed KBR in 0.2s | 4.09 sym/s | Total: 4.1m | ETA: 3.3m
[2025-10-11T14:12:02.660316] [INFO ] [sig       ] [1020/1823] Forecasting KD...
[2025-10-11T14:12:02.660347] [INFO ] [sig       ] Generating forecast for: KD
[2025-10-11T14:12:02.660379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-10-11T14:12:02.669912] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KD'.
[2025-10-11T14:12:02.670185] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-10-11T14:12:02.695199] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:02.695918] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-10-11T14:12:02.695975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:02.696009] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:02.696042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:02.696100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:02.713226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:02.713812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:02.713895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:02.713929] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:02.760103] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:02.760229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:02.760268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:02.760297] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:02.763565] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-10-11T14:12:02.763862] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-10-11T14:12:02.764011] [INFO ] [sig       ] KD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:02.903628] [INFO ] [LOCAL     ] Saved forecast: KD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KD.txt
[2025-10-11T14:12:02.903924] [INFO ] [sig       ] [1020/1823] Completed KD in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.3m
[2025-10-11T14:12:02.903972] [INFO ] [sig       ] [1021/1823] Forecasting KEN...
[2025-10-11T14:12:02.904002] [INFO ] [sig       ] Generating forecast for: KEN
[2025-10-11T14:12:02.904035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-10-11T14:12:02.913430] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KEN'.
[2025-10-11T14:12:02.913738] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-10-11T14:12:02.938817] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:02.939540] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-10-11T14:12:02.939595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:02.939627] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:02.939696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:02.939768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:02.956756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:02.957294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:02.957376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:02.957410] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:03.000879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:03.001079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:03.001123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:03.001153] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:03.004953] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-10-11T14:12:03.005266] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-10-11T14:12:03.005429] [INFO ] [sig       ] KEN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:03.148366] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KEN.txt
[2025-10-11T14:12:03.148701] [INFO ] [sig       ] [1021/1823] Completed KEN in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.3m
[2025-10-11T14:12:03.148765] [INFO ] [sig       ] [1022/1823] Forecasting KEP...
[2025-10-11T14:12:03.148799] [INFO ] [sig       ] Generating forecast for: KEP
[2025-10-11T14:12:03.148832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-10-11T14:12:03.161985] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KEP'.
[2025-10-11T14:12:03.162718] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-10-11T14:12:03.192106] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:03.192919] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-10-11T14:12:03.192976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:03.193012] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:03.193040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:03.193100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:03.214404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:03.215090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:03.215179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:03.215214] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:03.262403] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:03.262533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:03.262596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:03.262626] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:03.267365] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-10-11T14:12:03.267675] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-10-11T14:12:03.267890] [INFO ] [sig       ] KEP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:03.445545] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KEP.txt
[2025-10-11T14:12:03.445956] [INFO ] [sig       ] [1022/1823] Completed KEP in 0.3s | 4.09 sym/s | Total: 4.2m | ETA: 3.3m
[2025-10-11T14:12:03.446035] [INFO ] [sig       ] [1023/1823] Forecasting KEX...
[2025-10-11T14:12:03.446102] [INFO ] [sig       ] Generating forecast for: KEX
[2025-10-11T14:12:03.446161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-10-11T14:12:03.457032] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KEX'.
[2025-10-11T14:12:03.457374] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-10-11T14:12:03.488004] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:03.488844] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-10-11T14:12:03.488901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:03.488937] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:03.488965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:03.489034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:03.510000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:03.510705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:03.510818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:03.510873] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:03.562398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:03.562513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:03.562554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:03.562584] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:03.566767] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-10-11T14:12:03.567203] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-10-11T14:12:03.567400] [INFO ] [sig       ] KEX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:03.741526] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KEX.txt
[2025-10-11T14:12:03.741864] [INFO ] [sig       ] [1023/1823] Completed KEX in 0.3s | 4.09 sym/s | Total: 4.2m | ETA: 3.3m
[2025-10-11T14:12:03.741939] [INFO ] [sig       ] [1024/1823] Forecasting KEYS...
[2025-10-11T14:12:03.742009] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-10-11T14:12:03.742088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-10-11T14:12:03.752759] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KEYS'.
[2025-10-11T14:12:03.753096] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-10-11T14:12:03.782866] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:03.783922] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-10-11T14:12:03.783980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:03.784014] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:03.784066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:03.784180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:03.805888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:03.806535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:03.806667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:03.806724] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:03.855407] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:03.855523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:03.855599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:03.855672] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:03.859776] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=71.70%)
[2025-10-11T14:12:03.860056] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-10-11T14:12:03.860216] [INFO ] [sig       ] KEYS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:04.036196] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KEYS.txt
[2025-10-11T14:12:04.036457] [INFO ] [sig       ] [1024/1823] Completed KEYS in 0.3s | 4.09 sym/s | Total: 4.2m | ETA: 3.3m
[2025-10-11T14:12:04.036504] [INFO ] [sig       ] [1025/1823] Forecasting KF...
[2025-10-11T14:12:04.036535] [INFO ] [sig       ] Generating forecast for: KF
[2025-10-11T14:12:04.036566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'.
[2025-10-11T14:12:04.048167] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KF'.
[2025-10-11T14:12:04.048514] [INFO ] [FORECASTER] Starting predict_future for KF
[2025-10-11T14:12:04.077739] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:04.078598] [DEBUG] [LOCAL     ] No optimal features file found for KF: ./output/feature-sets/KF.txt
[2025-10-11T14:12:04.078682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:04.078732] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:04.078763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:04.078822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:04.099242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:04.100087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:04.100179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:04.100214] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:04.151016] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:04.151225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:04.151296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:04.151332] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:04.155963] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: DOWN (p=42.02%)
[2025-10-11T14:12:04.156292] [INFO ] [FORECASTER] Completed predict_future for KF
[2025-10-11T14:12:04.156477] [INFO ] [sig       ] KF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:04.328910] [INFO ] [LOCAL     ] Saved forecast: KF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KF.txt
[2025-10-11T14:12:04.329263] [INFO ] [sig       ] [1025/1823] Completed KF in 0.3s | 4.09 sym/s | Total: 4.2m | ETA: 3.3m
[2025-10-11T14:12:04.329330] [INFO ] [sig       ] [1026/1823] Forecasting KFRC...
[2025-10-11T14:12:04.329368] [INFO ] [sig       ] Generating forecast for: KFRC
[2025-10-11T14:12:04.329468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'.
[2025-10-11T14:12:04.340014] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KFRC'.
[2025-10-11T14:12:04.340362] [INFO ] [FORECASTER] Starting predict_future for KFRC
[2025-10-11T14:12:04.369515] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:04.370291] [DEBUG] [LOCAL     ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt
[2025-10-11T14:12:04.370352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:04.370387] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:04.370415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:04.370482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:04.387864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:04.388604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:04.388716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:04.388762] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:04.430425] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:04.430546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:04.430586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:04.430615] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:04.433920] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-10-11T14:12:04.434192] [INFO ] [FORECASTER] Completed predict_future for KFRC
[2025-10-11T14:12:04.434342] [INFO ] [sig       ] KFRC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:04.573818] [INFO ] [LOCAL     ] Saved forecast: KFRC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KFRC.txt
[2025-10-11T14:12:04.574058] [INFO ] [sig       ] [1026/1823] Completed KFRC in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:04.574102] [INFO ] [sig       ] [1027/1823] Forecasting KFS...
[2025-10-11T14:12:04.574132] [INFO ] [sig       ] Generating forecast for: KFS
[2025-10-11T14:12:04.574165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-10-11T14:12:04.583211] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KFS'.
[2025-10-11T14:12:04.583474] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-10-11T14:12:04.608522] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:04.609282] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-10-11T14:12:04.609336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:04.609369] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:04.609397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:04.609454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:04.627098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:04.627636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:04.627741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:04.627776] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:04.669114] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:04.669208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:04.669244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:04.669272] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:04.672325] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=27.83%)
[2025-10-11T14:12:04.672577] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-10-11T14:12:04.672749] [INFO ] [sig       ] KFS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:04.813213] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KFS.txt
[2025-10-11T14:12:04.813524] [INFO ] [sig       ] [1027/1823] Completed KFS in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:04.813571] [INFO ] [sig       ] [1028/1823] Forecasting KFY...
[2025-10-11T14:12:04.813602] [INFO ] [sig       ] Generating forecast for: KFY
[2025-10-11T14:12:04.813635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-10-11T14:12:04.822579] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KFY'.
[2025-10-11T14:12:04.822869] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-10-11T14:12:04.851981] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:04.852820] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-10-11T14:12:04.852874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:04.852909] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:04.852937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:04.852994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:04.870043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:04.870616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:04.870724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:04.870766] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:04.908065] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:04.908158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:04.908195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:04.908223] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:04.911316] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=60.42%)
[2025-10-11T14:12:04.911567] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-10-11T14:12:04.911744] [INFO ] [sig       ] KFY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:05.051036] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KFY.txt
[2025-10-11T14:12:05.051272] [INFO ] [sig       ] [1028/1823] Completed KFY in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:05.051315] [INFO ] [sig       ] [1029/1823] Forecasting KGC...
[2025-10-11T14:12:05.051344] [INFO ] [sig       ] Generating forecast for: KGC
[2025-10-11T14:12:05.051376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGC' from 'https://tdm.silogroup.org/data/derivative_storage/KGC.csv'.
[2025-10-11T14:12:05.060491] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KGC'.
[2025-10-11T14:12:05.060840] [INFO ] [FORECASTER] Starting predict_future for KGC
[2025-10-11T14:12:05.085906] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:05.086573] [DEBUG] [LOCAL     ] No optimal features file found for KGC: ./output/feature-sets/KGC.txt
[2025-10-11T14:12:05.086704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:05.086746] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:05.086774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:05.086831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:05.103911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:05.104445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:05.104526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:05.104559] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:05.142494] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:05.142613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:05.142724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:05.142775] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:05.146151] [DEBUG] [FORECASTER] KGC: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-10-11T14:12:05.146435] [INFO ] [FORECASTER] Completed predict_future for KGC
[2025-10-11T14:12:05.146624] [INFO ] [sig       ] KGC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:05.285752] [INFO ] [LOCAL     ] Saved forecast: KGC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KGC.txt
[2025-10-11T14:12:05.285980] [INFO ] [sig       ] [1029/1823] Completed KGC in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:05.286023] [INFO ] [sig       ] [1030/1823] Forecasting KGS...
[2025-10-11T14:12:05.286055] [INFO ] [sig       ] Generating forecast for: KGS
[2025-10-11T14:12:05.286087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-10-11T14:12:05.294812] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KGS'.
[2025-10-11T14:12:05.295087] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-10-11T14:12:05.319936] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:05.320606] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-10-11T14:12:05.320684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:05.320758] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:05.320788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:05.320845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:05.337529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:05.338100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:05.338181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:05.338214] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:05.381673] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:05.381771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:05.381808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:05.381836] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:05.384985] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2025-10-11T14:12:05.385242] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-10-11T14:12:05.385379] [INFO ] [sig       ] KGS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:05.524021] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KGS.txt
[2025-10-11T14:12:05.524239] [INFO ] [sig       ] [1030/1823] Completed KGS in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:05.524281] [INFO ] [sig       ] [1031/1823] Forecasting KIM...
[2025-10-11T14:12:05.524311] [INFO ] [sig       ] Generating forecast for: KIM
[2025-10-11T14:12:05.524342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-10-11T14:12:05.533460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KIM'.
[2025-10-11T14:12:05.533796] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-10-11T14:12:05.558727] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:05.559428] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-10-11T14:12:05.559485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:05.559519] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:05.559547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:05.559620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:05.580630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:05.581430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:05.581519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:05.581552] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:05.620313] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:05.620428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:05.620487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:05.620520] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:05.623759] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-10-11T14:12:05.624027] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-10-11T14:12:05.624169] [INFO ] [sig       ] KIM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:05.764704] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KIM.txt
[2025-10-11T14:12:05.764993] [INFO ] [sig       ] [1031/1823] Completed KIM in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:05.765039] [INFO ] [sig       ] [1032/1823] Forecasting KIO...
[2025-10-11T14:12:05.765070] [INFO ] [sig       ] Generating forecast for: KIO
[2025-10-11T14:12:05.765102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-10-11T14:12:05.775622] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KIO'.
[2025-10-11T14:12:05.776056] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-10-11T14:12:05.802175] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:05.802954] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-10-11T14:12:05.803011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:05.803047] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:05.803078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:05.803137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:05.820429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:05.821050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:05.821174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:05.821215] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:05.861993] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:05.862172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:05.862215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:05.862244] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:05.865810] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-10-11T14:12:05.866082] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-10-11T14:12:05.866232] [INFO ] [sig       ] KIO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:06.012050] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KIO.txt
[2025-10-11T14:12:06.012350] [INFO ] [sig       ] [1032/1823] Completed KIO in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:06.012394] [INFO ] [sig       ] [1033/1823] Forecasting KKR...
[2025-10-11T14:12:06.012425] [INFO ] [sig       ] Generating forecast for: KKR
[2025-10-11T14:12:06.012458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'.
[2025-10-11T14:12:06.021722] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KKR'.
[2025-10-11T14:12:06.021992] [INFO ] [FORECASTER] Starting predict_future for KKR
[2025-10-11T14:12:06.047123] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:06.047868] [DEBUG] [LOCAL     ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt
[2025-10-11T14:12:06.047923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:06.047957] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:06.047984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:06.048041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:06.064993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:06.065537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:06.065619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:06.065684] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:06.118519] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:06.118685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:06.118742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:06.118774] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:06.122178] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: UP (p=69.84%)
[2025-10-11T14:12:06.122446] [INFO ] [FORECASTER] Completed predict_future for KKR
[2025-10-11T14:12:06.122591] [INFO ] [sig       ] KKR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:06.267491] [INFO ] [LOCAL     ] Saved forecast: KKR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KKR.txt
[2025-10-11T14:12:06.267797] [INFO ] [sig       ] [1033/1823] Completed KKR in 0.3s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:06.267860] [INFO ] [sig       ] [1034/1823] Forecasting KKRS...
[2025-10-11T14:12:06.267894] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-10-11T14:12:06.267926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-10-11T14:12:06.277116] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KKRS'.
[2025-10-11T14:12:06.277587] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-10-11T14:12:06.304930] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:06.305806] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-10-11T14:12:06.305863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:06.305899] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:06.305928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:06.305986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:06.323576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:06.324408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:06.324498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:06.324533] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:06.365865] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:06.366053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:06.366096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:06.366128] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:06.369827] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-10-11T14:12:06.370120] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-10-11T14:12:06.370266] [INFO ] [sig       ] KKRS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:06.522479] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KKRS.txt
[2025-10-11T14:12:06.522841] [INFO ] [sig       ] [1034/1823] Completed KKRS in 0.3s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:06.522930] [INFO ] [sig       ] [1035/1823] Forecasting KLC...
[2025-10-11T14:12:06.522975] [INFO ] [sig       ] Generating forecast for: KLC
[2025-10-11T14:12:06.523020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLC' from 'https://tdm.silogroup.org/data/derivative_storage/KLC.csv'.
[2025-10-11T14:12:06.532808] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KLC'.
[2025-10-11T14:12:06.533158] [INFO ] [FORECASTER] Starting predict_future for KLC
[2025-10-11T14:12:06.559619] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:06.560457] [DEBUG] [LOCAL     ] No optimal features file found for KLC: ./output/feature-sets/KLC.txt
[2025-10-11T14:12:06.560516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:06.560551] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:06.560581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:06.560660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:06.578927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:06.579572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:06.579675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:06.579729] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:06.620802] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:06.620942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:06.620982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:06.621011] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:06.626792] [DEBUG] [FORECASTER] KLC: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-10-11T14:12:06.627075] [INFO ] [FORECASTER] Completed predict_future for KLC
[2025-10-11T14:12:06.627220] [INFO ] [sig       ] KLC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:06.768784] [INFO ] [LOCAL     ] Saved forecast: KLC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KLC.txt
[2025-10-11T14:12:06.769036] [INFO ] [sig       ] [1035/1823] Completed KLC in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:06.769082] [INFO ] [sig       ] [1036/1823] Forecasting KMI...
[2025-10-11T14:12:06.769114] [INFO ] [sig       ] Generating forecast for: KMI
[2025-10-11T14:12:06.769147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-10-11T14:12:06.778415] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMI'.
[2025-10-11T14:12:06.778707] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-10-11T14:12:06.803606] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:06.804330] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-10-11T14:12:06.804385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:06.804418] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:06.804445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:06.804503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:06.821711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:06.822286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:06.822369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:06.822402] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:06.864603] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:06.864883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:06.864932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:06.864985] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:06.872550] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-10-11T14:12:06.872929] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-10-11T14:12:06.873123] [INFO ] [sig       ] KMI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:07.014095] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KMI.txt
[2025-10-11T14:12:07.014343] [INFO ] [sig       ] [1036/1823] Completed KMI in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:07.014404] [INFO ] [sig       ] [1037/1823] Forecasting KMPB...
[2025-10-11T14:12:07.014446] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-10-11T14:12:07.014479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-10-11T14:12:07.023607] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMPB'.
[2025-10-11T14:12:07.023897] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-10-11T14:12:07.049058] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:07.049841] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-10-11T14:12:07.049895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:07.049929] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:07.049958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:07.050015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:07.067275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:07.067855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:07.067936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:07.067969] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:07.104138] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:07.104237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:07.104274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:07.104302] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:07.107507] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=27.97%)
[2025-10-11T14:12:07.107809] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-10-11T14:12:07.107952] [INFO ] [sig       ] KMPB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:07.251674] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KMPB.txt
[2025-10-11T14:12:07.251950] [INFO ] [sig       ] [1037/1823] Completed KMPB in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:07.251999] [INFO ] [sig       ] [1038/1823] Forecasting KMPR...
[2025-10-11T14:12:07.252032] [INFO ] [sig       ] Generating forecast for: KMPR
[2025-10-11T14:12:07.252066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'.
[2025-10-11T14:12:07.262348] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMPR'.
[2025-10-11T14:12:07.262745] [INFO ] [FORECASTER] Starting predict_future for KMPR
[2025-10-11T14:12:07.289186] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:07.289942] [DEBUG] [LOCAL     ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt
[2025-10-11T14:12:07.289998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:07.290034] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:07.290064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:07.290160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:07.308575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:07.309292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:07.309377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:07.309413] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:07.349958] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:07.350102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:07.350144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:07.350176] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:07.353777] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-10-11T14:12:07.354052] [INFO ] [FORECASTER] Completed predict_future for KMPR
[2025-10-11T14:12:07.354193] [INFO ] [sig       ] KMPR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:07.502117] [INFO ] [LOCAL     ] Saved forecast: KMPR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KMPR.txt
[2025-10-11T14:12:07.502381] [INFO ] [sig       ] [1038/1823] Completed KMPR in 0.3s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:07.502469] [INFO ] [sig       ] [1039/1823] Forecasting KMT...
[2025-10-11T14:12:07.502509] [INFO ] [sig       ] Generating forecast for: KMT
[2025-10-11T14:12:07.502544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'.
[2025-10-11T14:12:07.511532] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMT'.
[2025-10-11T14:12:07.511835] [INFO ] [FORECASTER] Starting predict_future for KMT
[2025-10-11T14:12:07.537985] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:07.538754] [DEBUG] [LOCAL     ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt
[2025-10-11T14:12:07.538811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:07.538845] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:07.538873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:07.538931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:07.556621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:07.557215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:07.557301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:07.557335] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:07.595628] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:07.595766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:07.595807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:07.595835] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:07.599195] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: DOWN (p=26.97%)
[2025-10-11T14:12:07.599463] [INFO ] [FORECASTER] Completed predict_future for KMT
[2025-10-11T14:12:07.599607] [INFO ] [sig       ] KMT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:07.745802] [INFO ] [LOCAL     ] Saved forecast: KMT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KMT.txt
[2025-10-11T14:12:07.746022] [INFO ] [sig       ] [1039/1823] Completed KMT in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:07.746066] [INFO ] [sig       ] [1040/1823] Forecasting KMX...
[2025-10-11T14:12:07.746096] [INFO ] [sig       ] Generating forecast for: KMX
[2025-10-11T14:12:07.746128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-10-11T14:12:07.756134] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KMX'.
[2025-10-11T14:12:07.756451] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-10-11T14:12:07.782667] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:07.783589] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-10-11T14:12:07.783675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:07.783731] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:07.783792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:07.783911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:07.801585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:07.802211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:07.802303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:07.802339] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:07.844629] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:07.844838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:07.844885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:07.844933] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:07.848896] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-10-11T14:12:07.849174] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-10-11T14:12:07.849320] [INFO ] [sig       ] KMX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:07.995418] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KMX.txt
[2025-10-11T14:12:07.995662] [INFO ] [sig       ] [1040/1823] Completed KMX in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:07.995725] [INFO ] [sig       ] [1041/1823] Forecasting KN...
[2025-10-11T14:12:07.995759] [INFO ] [sig       ] Generating forecast for: KN
[2025-10-11T14:12:07.995792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-10-11T14:12:08.004743] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KN'.
[2025-10-11T14:12:08.005032] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-10-11T14:12:08.030691] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:08.031427] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-10-11T14:12:08.031482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:08.031516] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:08.031544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:08.031601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:08.049423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:08.050032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:08.050117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:08.050154] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:08.090800] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:08.090951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:08.090994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:08.091025] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:08.094812] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=64.82%)
[2025-10-11T14:12:08.095097] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-10-11T14:12:08.095240] [INFO ] [sig       ] KN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:08.243881] [INFO ] [LOCAL     ] Saved forecast: KN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KN.txt
[2025-10-11T14:12:08.244121] [INFO ] [sig       ] [1041/1823] Completed KN in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:08.244173] [INFO ] [sig       ] [1042/1823] Forecasting KNF...
[2025-10-11T14:12:08.244206] [INFO ] [sig       ] Generating forecast for: KNF
[2025-10-11T14:12:08.244239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-10-11T14:12:08.256328] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNF'.
[2025-10-11T14:12:08.256739] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-10-11T14:12:08.284434] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:08.285252] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-10-11T14:12:08.285309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:08.285346] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:08.285375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:08.285435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:08.302558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:08.303194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:08.303279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:08.303312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:08.340943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:08.341032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:08.341070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:08.341100] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:08.344325] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=22.41%)
[2025-10-11T14:12:08.344594] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-10-11T14:12:08.344771] [INFO ] [sig       ] KNF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:08.492516] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KNF.txt
[2025-10-11T14:12:08.492816] [INFO ] [sig       ] [1042/1823] Completed KNF in 0.2s | 4.09 sym/s | Total: 4.2m | ETA: 3.2m
[2025-10-11T14:12:08.492880] [INFO ] [sig       ] [1043/1823] Forecasting KNOP...
[2025-10-11T14:12:08.492914] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-10-11T14:12:08.492947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-10-11T14:12:08.502573] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNOP'.
[2025-10-11T14:12:08.502922] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-10-11T14:12:08.528543] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:08.529530] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-10-11T14:12:08.529587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:08.529621] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:08.529679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:08.529757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:08.546789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:08.547483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:08.547570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:08.547603] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:08.582429] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:08.582615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:08.582692] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:08.582760] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:08.586370] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=40.04%)
[2025-10-11T14:12:08.587221] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-10-11T14:12:08.587607] [INFO ] [sig       ] KNOP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:08.728041] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KNOP.txt
[2025-10-11T14:12:08.728275] [INFO ] [sig       ] [1043/1823] Completed KNOP in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.2m
[2025-10-11T14:12:08.728319] [INFO ] [sig       ] [1044/1823] Forecasting KNSL...
[2025-10-11T14:12:08.728350] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-10-11T14:12:08.728382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-10-11T14:12:08.741548] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNSL'.
[2025-10-11T14:12:08.742172] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-10-11T14:12:08.768722] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:08.769601] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-10-11T14:12:08.769683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:08.769734] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:08.769766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:08.769824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:08.787892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:08.788468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:08.788554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:08.788588] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:08.826812] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:08.826904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:08.826942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:08.826971] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:08.830255] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-10-11T14:12:08.830531] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-10-11T14:12:08.830711] [INFO ] [sig       ] KNSL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:08.972369] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KNSL.txt
[2025-10-11T14:12:08.972721] [INFO ] [sig       ] [1044/1823] Completed KNSL in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.2m
[2025-10-11T14:12:08.972784] [INFO ] [sig       ] [1045/1823] Forecasting KNTK...
[2025-10-11T14:12:08.972817] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-10-11T14:12:08.972849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-10-11T14:12:08.983697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNTK'.
[2025-10-11T14:12:08.984064] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-10-11T14:12:09.009364] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:09.010156] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-10-11T14:12:09.010212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:09.010247] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:09.010275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:09.010386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:09.027341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:09.027929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:09.028011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:09.028044] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:09.064598] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:09.064718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:09.064764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:09.064794] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:09.067966] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-10-11T14:12:09.068223] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-10-11T14:12:09.068366] [INFO ] [sig       ] KNTK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:09.208201] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KNTK.txt
[2025-10-11T14:12:09.208483] [INFO ] [sig       ] [1045/1823] Completed KNTK in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.2m
[2025-10-11T14:12:09.208530] [INFO ] [sig       ] [1046/1823] Forecasting KNX...
[2025-10-11T14:12:09.208561] [INFO ] [sig       ] Generating forecast for: KNX
[2025-10-11T14:12:09.208594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-10-11T14:12:09.218036] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KNX'.
[2025-10-11T14:12:09.218309] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-10-11T14:12:09.243289] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:09.244029] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-10-11T14:12:09.244084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:09.244117] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:09.244144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:09.244201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:09.261207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:09.261849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:09.261934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:09.261967] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:09.303347] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:09.303490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:09.303541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:09.303572] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:09.307180] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-10-11T14:12:09.307473] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-10-11T14:12:09.307615] [INFO ] [sig       ] KNX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:09.447333] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KNX.txt
[2025-10-11T14:12:09.447572] [INFO ] [sig       ] [1046/1823] Completed KNX in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.2m
[2025-10-11T14:12:09.447616] [INFO ] [sig       ] [1047/1823] Forecasting KODK...
[2025-10-11T14:12:09.447677] [INFO ] [sig       ] Generating forecast for: KODK
[2025-10-11T14:12:09.447735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-10-11T14:12:09.457127] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KODK'.
[2025-10-11T14:12:09.457670] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-10-11T14:12:09.483895] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:09.484712] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-10-11T14:12:09.484768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:09.484803] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:09.484832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:09.484890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:09.501915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:09.502525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:09.502606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:09.502639] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:09.539368] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:09.539472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:09.539509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:09.539538] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:09.542734] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2025-10-11T14:12:09.542992] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-10-11T14:12:09.543124] [INFO ] [sig       ] KODK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:09.683780] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KODK.txt
[2025-10-11T14:12:09.684022] [INFO ] [sig       ] [1047/1823] Completed KODK in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.2m
[2025-10-11T14:12:09.684067] [INFO ] [sig       ] [1048/1823] Forecasting KOF...
[2025-10-11T14:12:09.684099] [INFO ] [sig       ] Generating forecast for: KOF
[2025-10-11T14:12:09.684133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-10-11T14:12:09.692761] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KOF'.
[2025-10-11T14:12:09.693033] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-10-11T14:12:09.718255] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:09.718982] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-10-11T14:12:09.719037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:09.719070] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:09.719098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:09.719159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:09.736208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:09.736910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:09.736998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:09.737031] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:09.774196] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:09.774299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:09.774371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:09.774405] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:09.779544] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-10-11T14:12:09.779839] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-10-11T14:12:09.779987] [INFO ] [sig       ] KOF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:09.933281] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KOF.txt
[2025-10-11T14:12:09.933697] [INFO ] [sig       ] [1048/1823] Completed KOF in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.2m
[2025-10-11T14:12:09.933794] [INFO ] [sig       ] [1049/1823] Forecasting KOP...
[2025-10-11T14:12:09.933869] [INFO ] [sig       ] Generating forecast for: KOP
[2025-10-11T14:12:09.933946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-10-11T14:12:09.944180] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KOP'.
[2025-10-11T14:12:09.944690] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-10-11T14:12:09.973743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:09.974571] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-10-11T14:12:09.974626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:09.974699] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:09.974741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:09.974803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:09.992723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:09.993308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:09.993390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:09.993425] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:10.033910] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:10.034101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:10.034161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:10.034200] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:10.038102] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=55.05%)
[2025-10-11T14:12:10.038384] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-10-11T14:12:10.038530] [INFO ] [sig       ] KOP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:10.193690] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KOP.txt
[2025-10-11T14:12:10.193951] [INFO ] [sig       ] [1049/1823] Completed KOP in 0.3s | 4.09 sym/s | Total: 4.3m | ETA: 3.2m
[2025-10-11T14:12:10.194014] [INFO ] [sig       ] [1050/1823] Forecasting KORE...
[2025-10-11T14:12:10.194050] [INFO ] [sig       ] Generating forecast for: KORE
[2025-10-11T14:12:10.194084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'.
[2025-10-11T14:12:10.203907] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KORE'.
[2025-10-11T14:12:10.204225] [INFO ] [FORECASTER] Starting predict_future for KORE
[2025-10-11T14:12:10.229999] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:10.230845] [DEBUG] [LOCAL     ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt
[2025-10-11T14:12:10.230901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:10.230935] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:10.230964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:10.231022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:10.248186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:10.248768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:10.248851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:10.248884] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:10.282593] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:10.282742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:10.282791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:10.282843] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:10.286140] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: DOWN (p=30.97%)
[2025-10-11T14:12:10.286408] [INFO ] [FORECASTER] Completed predict_future for KORE
[2025-10-11T14:12:10.286543] [INFO ] [sig       ] KORE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:10.426405] [INFO ] [LOCAL     ] Saved forecast: KORE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KORE.txt
[2025-10-11T14:12:10.426692] [INFO ] [sig       ] [1050/1823] Completed KORE in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:10.426755] [INFO ] [sig       ] [1051/1823] Forecasting KOS...
[2025-10-11T14:12:10.426788] [INFO ] [sig       ] Generating forecast for: KOS
[2025-10-11T14:12:10.426820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-10-11T14:12:10.435700] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KOS'.
[2025-10-11T14:12:10.435981] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-10-11T14:12:10.460927] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:10.461621] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-10-11T14:12:10.461699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:10.461742] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:10.461773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:10.461830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:10.478746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:10.479290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:10.479373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:10.479406] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:10.515057] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:10.515147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:10.515182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:10.515211] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:10.518370] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-10-11T14:12:10.518623] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-10-11T14:12:10.518787] [INFO ] [sig       ] KOS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:10.658457] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KOS.txt
[2025-10-11T14:12:10.658728] [INFO ] [sig       ] [1051/1823] Completed KOS in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:10.658789] [INFO ] [sig       ] [1052/1823] Forecasting KR...
[2025-10-11T14:12:10.658824] [INFO ] [sig       ] Generating forecast for: KR
[2025-10-11T14:12:10.658856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'.
[2025-10-11T14:12:10.667462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KR'.
[2025-10-11T14:12:10.667746] [INFO ] [FORECASTER] Starting predict_future for KR
[2025-10-11T14:12:10.692673] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:10.693409] [DEBUG] [LOCAL     ] No optimal features file found for KR: ./output/feature-sets/KR.txt
[2025-10-11T14:12:10.693466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:10.693499] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:10.693525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:10.693582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:10.711217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:10.711825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:10.711908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:10.711942] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:10.751773] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:10.751909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:10.751976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:10.752030] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:10.755679] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: DOWN (p=38.01%)
[2025-10-11T14:12:10.755982] [INFO ] [FORECASTER] Completed predict_future for KR
[2025-10-11T14:12:10.756123] [INFO ] [sig       ] KR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:10.897506] [INFO ] [LOCAL     ] Saved forecast: KR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KR.txt
[2025-10-11T14:12:10.897821] [INFO ] [sig       ] [1052/1823] Completed KR in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:10.897897] [INFO ] [sig       ] [1053/1823] Forecasting KRC...
[2025-10-11T14:12:10.897952] [INFO ] [sig       ] Generating forecast for: KRC
[2025-10-11T14:12:10.897990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-10-11T14:12:10.907337] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KRC'.
[2025-10-11T14:12:10.907698] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-10-11T14:12:10.933335] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:10.934116] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-10-11T14:12:10.934173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:10.934207] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:10.934236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:10.934294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:10.951345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:10.952015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:10.952100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:10.952135] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:10.991539] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:10.991752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:10.991808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:10.991840] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:10.995402] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-10-11T14:12:10.995733] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-10-11T14:12:10.995890] [INFO ] [sig       ] KRC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:11.140430] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KRC.txt
[2025-10-11T14:12:11.140762] [INFO ] [sig       ] [1053/1823] Completed KRC in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:11.140826] [INFO ] [sig       ] [1054/1823] Forecasting KREF...
[2025-10-11T14:12:11.140861] [INFO ] [sig       ] Generating forecast for: KREF
[2025-10-11T14:12:11.140894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-10-11T14:12:11.152068] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KREF'.
[2025-10-11T14:12:11.152639] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-10-11T14:12:11.178066] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:11.178814] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-10-11T14:12:11.178869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:11.178904] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:11.178933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:11.178991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:11.195810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:11.196357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:11.196441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:11.196475] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:11.233216] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:11.233320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:11.233358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:11.233386] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:11.237724] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2025-10-11T14:12:11.237996] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-10-11T14:12:11.238140] [INFO ] [sig       ] KREF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:11.378084] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KREF.txt
[2025-10-11T14:12:11.378356] [INFO ] [sig       ] [1054/1823] Completed KREF in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:11.378399] [INFO ] [sig       ] [1055/1823] Forecasting KRG...
[2025-10-11T14:12:11.378430] [INFO ] [sig       ] Generating forecast for: KRG
[2025-10-11T14:12:11.378463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-10-11T14:12:11.387490] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KRG'.
[2025-10-11T14:12:11.387825] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-10-11T14:12:11.412616] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:11.413370] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-10-11T14:12:11.413426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:11.413459] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:11.413487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:11.413544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:11.430466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:11.431054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:11.431142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:11.431176] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:11.475395] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:11.475563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:11.475621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:11.475696] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:11.479363] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-10-11T14:12:11.479634] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-10-11T14:12:11.479816] [INFO ] [sig       ] KRG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:11.619554] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KRG.txt
[2025-10-11T14:12:11.619845] [INFO ] [sig       ] [1055/1823] Completed KRG in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:11.619916] [INFO ] [sig       ] [1056/1823] Forecasting KRO...
[2025-10-11T14:12:11.619951] [INFO ] [sig       ] Generating forecast for: KRO
[2025-10-11T14:12:11.619984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-10-11T14:12:11.629552] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KRO'.
[2025-10-11T14:12:11.629885] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-10-11T14:12:11.655131] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:11.655860] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-10-11T14:12:11.655915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:11.655949] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:11.655976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:11.656032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:11.672945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:11.673516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:11.673597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:11.673631] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:11.713463] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:11.713595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:11.713635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:11.713708] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:11.716985] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-10-11T14:12:11.717249] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-10-11T14:12:11.717397] [INFO ] [sig       ] KRO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:11.862607] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KRO.txt
[2025-10-11T14:12:11.862896] [INFO ] [sig       ] [1056/1823] Completed KRO in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:11.862947] [INFO ] [sig       ] [1057/1823] Forecasting KRP...
[2025-10-11T14:12:11.862978] [INFO ] [sig       ] Generating forecast for: KRP
[2025-10-11T14:12:11.863012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-10-11T14:12:11.872372] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KRP'.
[2025-10-11T14:12:11.872708] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-10-11T14:12:11.899708] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:11.900478] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-10-11T14:12:11.900533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:11.900568] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:11.900596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:11.900678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:11.918411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:11.919044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:11.919169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:11.919235] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:11.956638] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:11.956759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:11.956798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:11.956828] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:11.959948] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-10-11T14:12:11.960215] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-10-11T14:12:11.960360] [INFO ] [sig       ] KRP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:12.111376] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KRP.txt
[2025-10-11T14:12:12.111711] [INFO ] [sig       ] [1057/1823] Completed KRP in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:12.111776] [INFO ] [sig       ] [1058/1823] Forecasting KSS...
[2025-10-11T14:12:12.111811] [INFO ] [sig       ] Generating forecast for: KSS
[2025-10-11T14:12:12.111843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-10-11T14:12:12.121439] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KSS'.
[2025-10-11T14:12:12.121823] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-10-11T14:12:12.149136] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:12.149960] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-10-11T14:12:12.150016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:12.150050] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:12.150134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:12.150204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:12.168049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:12.168682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:12.168775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:12.168809] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:12.206124] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:12.206254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:12.206294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:12.206323] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:12.209797] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=65.82%)
[2025-10-11T14:12:12.210073] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-10-11T14:12:12.210218] [INFO ] [sig       ] KSS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:12.363368] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KSS.txt
[2025-10-11T14:12:12.363720] [INFO ] [sig       ] [1058/1823] Completed KSS in 0.3s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:12.363785] [INFO ] [sig       ] [1059/1823] Forecasting KT...
[2025-10-11T14:12:12.363820] [INFO ] [sig       ] Generating forecast for: KT
[2025-10-11T14:12:12.363854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'.
[2025-10-11T14:12:12.373671] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KT'.
[2025-10-11T14:12:12.374010] [INFO ] [FORECASTER] Starting predict_future for KT
[2025-10-11T14:12:12.405516] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:12.406513] [DEBUG] [LOCAL     ] No optimal features file found for KT: ./output/feature-sets/KT.txt
[2025-10-11T14:12:12.406610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:12.406693] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:12.406739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:12.406802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:12.424308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:12.425345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:12.425465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:12.425520] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:12.463525] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:12.463739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:12.463795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:12.463826] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:12.467677] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-10-11T14:12:12.467964] [INFO ] [FORECASTER] Completed predict_future for KT
[2025-10-11T14:12:12.468123] [INFO ] [sig       ] KT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:12.621045] [INFO ] [LOCAL     ] Saved forecast: KT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KT.txt
[2025-10-11T14:12:12.621322] [INFO ] [sig       ] [1059/1823] Completed KT in 0.3s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:12.621385] [INFO ] [sig       ] [1060/1823] Forecasting KTB...
[2025-10-11T14:12:12.621458] [INFO ] [sig       ] Generating forecast for: KTB
[2025-10-11T14:12:12.621505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-10-11T14:12:12.630672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KTB'.
[2025-10-11T14:12:12.630935] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-10-11T14:12:12.657837] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:12.658596] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-10-11T14:12:12.658678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:12.658729] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:12.658760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:12.658817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:12.677265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:12.677870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:12.677951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:12.677986] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:12.717008] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:12.717216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:12.717291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:12.717337] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:12.720975] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=53.71%)
[2025-10-11T14:12:12.721252] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-10-11T14:12:12.721396] [INFO ] [sig       ] KTB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:12.861823] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KTB.txt
[2025-10-11T14:12:12.862034] [INFO ] [sig       ] [1060/1823] Completed KTB in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:12.862077] [INFO ] [sig       ] [1061/1823] Forecasting KTF...
[2025-10-11T14:12:12.862109] [INFO ] [sig       ] Generating forecast for: KTF
[2025-10-11T14:12:12.862141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-10-11T14:12:12.871752] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KTF'.
[2025-10-11T14:12:12.872095] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-10-11T14:12:12.898835] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:12.899565] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-10-11T14:12:12.899619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:12.899683] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:12.899728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:12.899788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:12.917384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:12.918063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:12.918148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:12.918182] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:12.955692] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:12.955829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:12.955868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:12.955897] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:12.961827] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-10-11T14:12:12.962101] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-10-11T14:12:12.962245] [INFO ] [sig       ] KTF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:13.112490] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KTF.txt
[2025-10-11T14:12:13.112771] [INFO ] [sig       ] [1061/1823] Completed KTF in 0.3s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:13.112832] [INFO ] [sig       ] [1062/1823] Forecasting KVUE...
[2025-10-11T14:12:13.112865] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-10-11T14:12:13.112897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-10-11T14:12:13.121890] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KVUE'.
[2025-10-11T14:12:13.122199] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-10-11T14:12:13.147854] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:13.148575] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-10-11T14:12:13.148631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:13.148704] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:13.148744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:13.148803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:13.166524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:13.167153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:13.167241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:13.167306] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:13.203742] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:13.203849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:13.203885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:13.203913] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:13.207145] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-10-11T14:12:13.207418] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-10-11T14:12:13.207561] [INFO ] [sig       ] KVUE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:13.357344] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/KVUE.txt
[2025-10-11T14:12:13.357571] [INFO ] [sig       ] [1062/1823] Completed KVUE in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:13.357616] [INFO ] [sig       ] [1063/1823] Forecasting KVYO...
[2025-10-11T14:12:13.357682] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-10-11T14:12:13.357736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-10-11T14:12:13.367345] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KVYO'.
[2025-10-11T14:12:13.367743] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-10-11T14:12:13.393587] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:13.394417] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-10-11T14:12:13.394475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:13.394511] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:13.394539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:13.394598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:13.412297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:13.412900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:13.412985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:13.413020] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:13.450828] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:13.450992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:13.451035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:13.451065] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:13.454622] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-10-11T14:12:13.454931] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-10-11T14:12:13.455079] [INFO ] [sig       ] KVYO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:13.607546] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KVYO.txt
[2025-10-11T14:12:13.607804] [INFO ] [sig       ] [1063/1823] Completed KVYO in 0.3s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:13.607867] [INFO ] [sig       ] [1064/1823] Forecasting KW...
[2025-10-11T14:12:13.607904] [INFO ] [sig       ] Generating forecast for: KW
[2025-10-11T14:12:13.607938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'.
[2025-10-11T14:12:13.617682] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KW'.
[2025-10-11T14:12:13.618061] [INFO ] [FORECASTER] Starting predict_future for KW
[2025-10-11T14:12:13.643352] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:13.644123] [DEBUG] [LOCAL     ] No optimal features file found for KW: ./output/feature-sets/KW.txt
[2025-10-11T14:12:13.644182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:13.644218] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:13.644246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:13.644302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:13.661203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:13.661784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:13.661867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:13.661901] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:13.697973] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:13.698075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:13.698112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:13.698142] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:13.701393] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-10-11T14:12:13.701680] [INFO ] [FORECASTER] Completed predict_future for KW
[2025-10-11T14:12:13.702181] [INFO ] [sig       ] KW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:13.842178] [INFO ] [LOCAL     ] Saved forecast: KW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KW.txt
[2025-10-11T14:12:13.842422] [INFO ] [sig       ] [1064/1823] Completed KW in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:13.842463] [INFO ] [sig       ] [1065/1823] Forecasting KWR...
[2025-10-11T14:12:13.842495] [INFO ] [sig       ] Generating forecast for: KWR
[2025-10-11T14:12:13.842526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'.
[2025-10-11T14:12:13.852594] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KWR'.
[2025-10-11T14:12:13.852990] [INFO ] [FORECASTER] Starting predict_future for KWR
[2025-10-11T14:12:13.879439] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:13.880215] [DEBUG] [LOCAL     ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt
[2025-10-11T14:12:13.880272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:13.880307] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:13.880335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:13.880396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:13.898391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:13.898984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:13.899072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:13.899105] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:13.936716] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:13.936853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:13.936896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:13.936928] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:13.940368] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-10-11T14:12:13.940681] [INFO ] [FORECASTER] Completed predict_future for KWR
[2025-10-11T14:12:13.940844] [INFO ] [sig       ] KWR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:14.095013] [INFO ] [LOCAL     ] Saved forecast: KWR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KWR.txt
[2025-10-11T14:12:14.095250] [INFO ] [sig       ] [1065/1823] Completed KWR in 0.3s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:14.095294] [INFO ] [sig       ] [1066/1823] Forecasting KYN...
[2025-10-11T14:12:14.095325] [INFO ] [sig       ] Generating forecast for: KYN
[2025-10-11T14:12:14.095358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-10-11T14:12:14.104639] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'KYN'.
[2025-10-11T14:12:14.104961] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-10-11T14:12:14.130514] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:14.131268] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-10-11T14:12:14.131323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:14.131357] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:14.131385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:14.131443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:14.149602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:14.150225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:14.150344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:14.150388] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:14.184194] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:14.184367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:14.184410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:14.184442] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:14.188053] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-10-11T14:12:14.188335] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-10-11T14:12:14.188475] [INFO ] [sig       ] KYN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:14.437671] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/KYN.txt
[2025-10-11T14:12:14.437975] [INFO ] [sig       ] [1066/1823] Completed KYN in 0.3s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:14.438038] [INFO ] [sig       ] [1067/1823] Forecasting L...
[2025-10-11T14:12:14.438073] [INFO ] [sig       ] Generating forecast for: L
[2025-10-11T14:12:14.438107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-10-11T14:12:14.448281] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'L'.
[2025-10-11T14:12:14.448634] [INFO ] [FORECASTER] Starting predict_future for L
[2025-10-11T14:12:14.474073] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:14.474831] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-10-11T14:12:14.474886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:14.474921] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:14.474950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:14.475007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:14.492596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:14.493497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:14.493591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:14.493629] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:14.531737] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:14.531931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:14.531977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:14.532009] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:14.535620] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-10-11T14:12:14.535943] [INFO ] [FORECASTER] Completed predict_future for L
[2025-10-11T14:12:14.536091] [INFO ] [sig       ] L: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:14.681252] [INFO ] [LOCAL     ] Saved forecast: L	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/L.txt
[2025-10-11T14:12:14.681458] [INFO ] [sig       ] [1067/1823] Completed L in 0.2s | 4.09 sym/s | Total: 4.3m | ETA: 3.1m
[2025-10-11T14:12:14.681502] [INFO ] [sig       ] [1068/1823] Forecasting LAC...
[2025-10-11T14:12:14.681532] [INFO ] [sig       ] Generating forecast for: LAC
[2025-10-11T14:12:14.681565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-10-11T14:12:14.690406] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LAC'.
[2025-10-11T14:12:14.690721] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-10-11T14:12:14.716077] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:14.716862] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-10-11T14:12:14.716933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:14.716968] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:14.716996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:14.717054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:14.734579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:14.735163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:14.735245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:14.735281] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:14.772136] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:14.772267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:14.772307] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:14.772336] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:14.775629] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-10-11T14:12:14.775922] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-10-11T14:12:14.776058] [INFO ] [sig       ] LAC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:14.917634] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LAC.txt
[2025-10-11T14:12:14.917890] [INFO ] [sig       ] [1068/1823] Completed LAC in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.1m
[2025-10-11T14:12:14.917935] [INFO ] [sig       ] [1069/1823] Forecasting LAD...
[2025-10-11T14:12:14.917967] [INFO ] [sig       ] Generating forecast for: LAD
[2025-10-11T14:12:14.917999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-10-11T14:12:14.927544] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'LAD'.
[2025-10-11T14:12:14.927976] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-10-11T14:12:14.954024] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:14.954833] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-10-11T14:12:14.954889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:14.954923] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:14.954952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:14.955010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:14.972842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:14.973487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:14.973572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:14.973606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:15.010437] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:15.010575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:15.010615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:15.010671] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:15.014024] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-10-11T14:12:15.014288] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-10-11T14:12:15.014432] [INFO ] [sig       ] LAD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:15.156416] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LAD.txt
[2025-10-11T14:12:15.156692] [INFO ] [sig       ] [1069/1823] Completed LAD in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.1m
[2025-10-11T14:12:15.156755] [INFO ] [sig       ] [1070/1823] Forecasting LADR...
[2025-10-11T14:12:15.156790] [INFO ] [sig       ] Generating forecast for: LADR
[2025-10-11T14:12:15.156864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'.
[2025-10-11T14:12:15.166851] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LADR'.
[2025-10-11T14:12:15.167278] [INFO ] [FORECASTER] Starting predict_future for LADR
[2025-10-11T14:12:15.194707] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:15.195444] [DEBUG] [LOCAL     ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt
[2025-10-11T14:12:15.195500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:15.195534] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:15.195562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:15.195619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:15.215153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:15.215868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:15.215960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:15.215996] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:15.255741] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:15.255866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:15.255907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:15.255936] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:15.259749] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-10-11T14:12:15.260027] [INFO ] [FORECASTER] Completed predict_future for LADR
[2025-10-11T14:12:15.260171] [INFO ] [sig       ] LADR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:15.421336] [INFO ] [LOCAL     ] Saved forecast: LADR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LADR.txt
[2025-10-11T14:12:15.421600] [INFO ] [sig       ] [1070/1823] Completed LADR in 0.3s | 4.09 sym/s | Total: 4.4m | ETA: 3.1m
[2025-10-11T14:12:15.421692] [INFO ] [sig       ] [1071/1823] Forecasting LANV...
[2025-10-11T14:12:15.421739] [INFO ] [sig       ] Generating forecast for: LANV
[2025-10-11T14:12:15.421775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANV' from 'https://tdm.silogroup.org/data/derivative_storage/LANV.csv'.
[2025-10-11T14:12:15.430949] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'LANV'.
[2025-10-11T14:12:15.431253] [INFO ] [FORECASTER] Starting predict_future for LANV
[2025-10-11T14:12:15.459002] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:15.459865] [DEBUG] [LOCAL     ] No optimal features file found for LANV: ./output/feature-sets/LANV.txt
[2025-10-11T14:12:15.459939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:15.460036] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:15.460076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:15.460136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:15.480366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:15.480975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:15.481061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:15.481096] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:15.523378] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:15.523700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:15.523783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:15.523853] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:15.529132] [DEBUG] [FORECASTER] LANV: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-10-11T14:12:15.529527] [INFO ] [FORECASTER] Completed predict_future for LANV
[2025-10-11T14:12:15.529751] [INFO ] [sig       ] LANV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:15.694594] [INFO ] [LOCAL     ] Saved forecast: LANV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LANV.txt
[2025-10-11T14:12:15.694847] [INFO ] [sig       ] [1071/1823] Completed LANV in 0.3s | 4.09 sym/s | Total: 4.4m | ETA: 3.1m
[2025-10-11T14:12:15.694902] [INFO ] [sig       ] [1072/1823] Forecasting LAW...
[2025-10-11T14:12:15.694935] [INFO ] [sig       ] Generating forecast for: LAW
[2025-10-11T14:12:15.694968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'.
[2025-10-11T14:12:15.705165] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LAW'.
[2025-10-11T14:12:15.705561] [INFO ] [FORECASTER] Starting predict_future for LAW
[2025-10-11T14:12:15.732084] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:15.732950] [DEBUG] [LOCAL     ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt
[2025-10-11T14:12:15.733006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:15.733041] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:15.733069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:15.733126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:15.749957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:15.750537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:15.750625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:15.750693] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:15.788562] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:15.788694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:15.788747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:15.788778] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:15.791923] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-10-11T14:12:15.792185] [INFO ] [FORECASTER] Completed predict_future for LAW
[2025-10-11T14:12:15.792330] [INFO ] [sig       ] LAW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:15.932636] [INFO ] [LOCAL     ] Saved forecast: LAW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LAW.txt
[2025-10-11T14:12:15.932898] [INFO ] [sig       ] [1072/1823] Completed LAW in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.1m
[2025-10-11T14:12:15.932942] [INFO ] [sig       ] [1073/1823] Forecasting LAZ...
[2025-10-11T14:12:15.932973] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-10-11T14:12:15.933005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-10-11T14:12:15.942080] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LAZ'.
[2025-10-11T14:12:15.942372] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-10-11T14:12:15.967341] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:15.968086] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-10-11T14:12:15.968141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:15.968175] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:15.968203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:15.968262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:15.985129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:15.985739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:15.985824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:15.985876] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:16.022141] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:16.022262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:16.022300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:16.022329] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:16.025596] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-10-11T14:12:16.025891] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-10-11T14:12:16.026038] [INFO ] [sig       ] LAZ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:16.167851] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LAZ.txt
[2025-10-11T14:12:16.168200] [INFO ] [sig       ] [1073/1823] Completed LAZ in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.1m
[2025-10-11T14:12:16.168266] [INFO ] [sig       ] [1074/1823] Forecasting LB...
[2025-10-11T14:12:16.168306] [INFO ] [sig       ] Generating forecast for: LB
[2025-10-11T14:12:16.168348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LB' from 'https://tdm.silogroup.org/data/derivative_storage/LB.csv'.
[2025-10-11T14:12:16.179948] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LB'.
[2025-10-11T14:12:16.180346] [INFO ] [FORECASTER] Starting predict_future for LB
[2025-10-11T14:12:16.211557] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:16.212337] [DEBUG] [LOCAL     ] No optimal features file found for LB: ./output/feature-sets/LB.txt
[2025-10-11T14:12:16.212395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:16.212428] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:16.212456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:16.212514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:16.229718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:16.230282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:16.230365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:16.230401] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:16.266515] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:16.266631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:16.266713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:16.266750] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:16.269883] [DEBUG] [FORECASTER] LB: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-10-11T14:12:16.270149] [INFO ] [FORECASTER] Completed predict_future for LB
[2025-10-11T14:12:16.270287] [INFO ] [sig       ] LB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:16.412148] [INFO ] [LOCAL     ] Saved forecast: LB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LB.txt
[2025-10-11T14:12:16.412399] [INFO ] [sig       ] [1074/1823] Completed LB in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.1m
[2025-10-11T14:12:16.412445] [INFO ] [sig       ] [1075/1823] Forecasting LC...
[2025-10-11T14:12:16.412476] [INFO ] [sig       ] Generating forecast for: LC
[2025-10-11T14:12:16.412507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-10-11T14:12:16.421816] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LC'.
[2025-10-11T14:12:16.422197] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-10-11T14:12:16.448303] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:16.449203] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-10-11T14:12:16.449266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:16.449323] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:16.449359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:16.449419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:16.466967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:16.467879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:16.467970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:16.468004] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:16.505121] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:16.505819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:16.505881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:16.505918] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:16.511098] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=81.80%)
[2025-10-11T14:12:16.511526] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-10-11T14:12:16.511759] [INFO ] [sig       ] LC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:16.657252] [INFO ] [LOCAL     ] Saved forecast: LC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LC.txt
[2025-10-11T14:12:16.657489] [INFO ] [sig       ] [1075/1823] Completed LC in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:16.657534] [INFO ] [sig       ] [1076/1823] Forecasting LCII...
[2025-10-11T14:12:16.657567] [INFO ] [sig       ] Generating forecast for: LCII
[2025-10-11T14:12:16.657601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-10-11T14:12:16.667055] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LCII'.
[2025-10-11T14:12:16.667584] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-10-11T14:12:16.693054] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:16.693766] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-10-11T14:12:16.693822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:16.693854] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:16.693881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:16.693938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:16.710789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:16.711328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:16.711409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:16.711442] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:16.745529] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:16.745607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:16.745663] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:16.745717] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:16.750711] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=66.29%)
[2025-10-11T14:12:16.750989] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-10-11T14:12:16.751127] [INFO ] [sig       ] LCII: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:16.890291] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LCII.txt
[2025-10-11T14:12:16.890501] [INFO ] [sig       ] [1076/1823] Completed LCII in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:16.890545] [INFO ] [sig       ] [1077/1823] Forecasting LDI...
[2025-10-11T14:12:16.890575] [INFO ] [sig       ] Generating forecast for: LDI
[2025-10-11T14:12:16.890606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-10-11T14:12:16.900103] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LDI'.
[2025-10-11T14:12:16.900373] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-10-11T14:12:16.925244] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:16.925943] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-10-11T14:12:16.925999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:16.926032] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:16.926059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:16.926116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:16.943055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:16.943594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:16.943700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:16.943750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:16.979244] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:16.979322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:16.979358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:16.979386] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:16.982403] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-10-11T14:12:16.982678] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-10-11T14:12:16.982845] [INFO ] [sig       ] LDI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:17.121700] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LDI.txt
[2025-10-11T14:12:17.121909] [INFO ] [sig       ] [1077/1823] Completed LDI in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:17.121953] [INFO ] [sig       ] [1078/1823] Forecasting LDOS...
[2025-10-11T14:12:17.121983] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-10-11T14:12:17.122015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-10-11T14:12:17.130637] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LDOS'.
[2025-10-11T14:12:17.130929] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-10-11T14:12:17.155617] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:17.156310] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-10-11T14:12:17.156364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:17.156397] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:17.156425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:17.156481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:17.173333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:17.173907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:17.173988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:17.174021] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:17.207551] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:17.207628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:17.207700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:17.207740] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:17.210726] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=16.78%)
[2025-10-11T14:12:17.210974] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-10-11T14:12:17.211119] [INFO ] [sig       ] LDOS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:17.349301] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LDOS.txt
[2025-10-11T14:12:17.349507] [INFO ] [sig       ] [1078/1823] Completed LDOS in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:17.349549] [INFO ] [sig       ] [1079/1823] Forecasting LDP...
[2025-10-11T14:12:17.349579] [INFO ] [sig       ] Generating forecast for: LDP
[2025-10-11T14:12:17.349610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-10-11T14:12:17.358129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LDP'.
[2025-10-11T14:12:17.358396] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-10-11T14:12:17.383595] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:17.384292] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-10-11T14:12:17.384346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:17.384377] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:17.384405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:17.384461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:17.401287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:17.401919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:17.402001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:17.402033] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:17.435953] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:17.436036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:17.436072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:17.436100] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:17.439171] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=39.90%)
[2025-10-11T14:12:17.439421] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-10-11T14:12:17.439549] [INFO ] [sig       ] LDP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:17.578359] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LDP.txt
[2025-10-11T14:12:17.578574] [INFO ] [sig       ] [1079/1823] Completed LDP in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:17.578616] [INFO ] [sig       ] [1080/1823] Forecasting LEA...
[2025-10-11T14:12:17.578674] [INFO ] [sig       ] Generating forecast for: LEA
[2025-10-11T14:12:17.578728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-10-11T14:12:17.587469] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEA'.
[2025-10-11T14:12:17.587758] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-10-11T14:12:17.612469] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:17.613223] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-10-11T14:12:17.613278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:17.613311] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:17.613339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:17.613396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:17.630581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:17.631145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:17.631225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:17.631258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:17.666377] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:17.666564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:17.666669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:17.666726] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:17.670448] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-10-11T14:12:17.670811] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-10-11T14:12:17.670970] [INFO ] [sig       ] LEA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:17.815372] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LEA.txt
[2025-10-11T14:12:17.815731] [INFO ] [sig       ] [1080/1823] Completed LEA in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:17.815795] [INFO ] [sig       ] [1081/1823] Forecasting LEG...
[2025-10-11T14:12:17.815828] [INFO ] [sig       ] Generating forecast for: LEG
[2025-10-11T14:12:17.815916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-10-11T14:12:17.825688] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEG'.
[2025-10-11T14:12:17.826035] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-10-11T14:12:17.852160] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:17.852982] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-10-11T14:12:17.853037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:17.853072] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:17.853100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:17.853158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:17.870230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:17.870861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:17.870948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:17.870981] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:17.908241] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:17.908367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:17.908408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:17.908438] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:17.911891] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-10-11T14:12:17.912167] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-10-11T14:12:17.912309] [INFO ] [sig       ] LEG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:18.051273] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LEG.txt
[2025-10-11T14:12:18.051494] [INFO ] [sig       ] [1081/1823] Completed LEG in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:18.051538] [INFO ] [sig       ] [1082/1823] Forecasting LEN...
[2025-10-11T14:12:18.051569] [INFO ] [sig       ] Generating forecast for: LEN
[2025-10-11T14:12:18.051602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-10-11T14:12:18.264738] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEN'.
[2025-10-11T14:12:18.265116] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-10-11T14:12:18.292331] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:18.293229] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-10-11T14:12:18.293290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:18.293347] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:18.293378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:18.293440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:18.312758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:18.313527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:18.313616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:18.313682] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:18.349866] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:18.350045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:18.350100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:18.350133] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:18.353853] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=24.07%)
[2025-10-11T14:12:18.354134] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-10-11T14:12:18.354276] [INFO ] [sig       ] LEN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:18.502403] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LEN.txt
[2025-10-11T14:12:18.502617] [INFO ] [sig       ] [1082/1823] Completed LEN in 0.5s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:18.502692] [INFO ] [sig       ] [1083/1823] Forecasting LEO...
[2025-10-11T14:12:18.502737] [INFO ] [sig       ] Generating forecast for: LEO
[2025-10-11T14:12:18.502771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-10-11T14:12:18.511477] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEO'.
[2025-10-11T14:12:18.511790] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-10-11T14:12:18.536486] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:18.537280] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-10-11T14:12:18.537334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:18.537369] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:18.537396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:18.537453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:18.554465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:18.555039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:18.555121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:18.555156] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:18.591597] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:18.591714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:18.591761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:18.591792] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:18.594860] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=45.07%)
[2025-10-11T14:12:18.595117] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-10-11T14:12:18.595254] [INFO ] [sig       ] LEO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:18.741084] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LEO.txt
[2025-10-11T14:12:18.741344] [INFO ] [sig       ] [1083/1823] Completed LEO in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:18.741394] [INFO ] [sig       ] [1084/1823] Forecasting LEVI...
[2025-10-11T14:12:18.741435] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-10-11T14:12:18.741471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-10-11T14:12:18.750155] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LEVI'.
[2025-10-11T14:12:18.750448] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-10-11T14:12:18.776711] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:18.777596] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-10-11T14:12:18.777714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:18.777757] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:18.777787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:18.777848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:18.795599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:18.796206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:18.796293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:18.796329] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:18.833347] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:18.833520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:18.833563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:18.833592] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:18.837202] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=67.46%)
[2025-10-11T14:12:18.837513] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-10-11T14:12:18.837685] [INFO ] [sig       ] LEVI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:18.981308] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LEVI.txt
[2025-10-11T14:12:18.981526] [INFO ] [sig       ] [1084/1823] Completed LEVI in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:18.981569] [INFO ] [sig       ] [1085/1823] Forecasting LFT...
[2025-10-11T14:12:18.981600] [INFO ] [sig       ] Generating forecast for: LFT
[2025-10-11T14:12:18.981632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'.
[2025-10-11T14:12:18.990233] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LFT'.
[2025-10-11T14:12:18.990503] [INFO ] [FORECASTER] Starting predict_future for LFT
[2025-10-11T14:12:19.017714] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:19.018470] [DEBUG] [LOCAL     ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt
[2025-10-11T14:12:19.018528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:19.018563] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:19.018592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:19.018671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:19.037439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:19.038103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:19.038187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:19.038223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:19.075180] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:19.075271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:19.075309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:19.075339] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:19.078706] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: DOWN (p=42.11%)
[2025-10-11T14:12:19.078972] [INFO ] [FORECASTER] Completed predict_future for LFT
[2025-10-11T14:12:19.079157] [INFO ] [sig       ] LFT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:19.229160] [INFO ] [LOCAL     ] Saved forecast: LFT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LFT.txt
[2025-10-11T14:12:19.229376] [INFO ] [sig       ] [1085/1823] Completed LFT in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:19.229419] [INFO ] [sig       ] [1086/1823] Forecasting LGI...
[2025-10-11T14:12:19.229450] [INFO ] [sig       ] Generating forecast for: LGI
[2025-10-11T14:12:19.229482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-10-11T14:12:19.238173] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LGI'.
[2025-10-11T14:12:19.238427] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-10-11T14:12:19.263746] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:19.264507] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-10-11T14:12:19.264561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:19.264595] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:19.264624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:19.264742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:19.282293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:19.282858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:19.282938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:19.282971] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:19.317327] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:19.317428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:19.317472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:19.317507] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:19.320696] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=80.43%)
[2025-10-11T14:12:19.320955] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-10-11T14:12:19.321086] [INFO ] [sig       ] LGI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:19.461395] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LGI.txt
[2025-10-11T14:12:19.461607] [INFO ] [sig       ] [1086/1823] Completed LGI in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:19.461676] [INFO ] [sig       ] [1087/1823] Forecasting LH...
[2025-10-11T14:12:19.461727] [INFO ] [sig       ] Generating forecast for: LH
[2025-10-11T14:12:19.461762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-10-11T14:12:19.470355] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LH'.
[2025-10-11T14:12:19.470615] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-10-11T14:12:19.495891] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:19.496873] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-10-11T14:12:19.496930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:19.496965] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:19.496994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:19.497052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:19.514145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:19.515056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:19.515187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:19.515227] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:19.552805] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:19.552914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:19.552952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:19.552980] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:19.556133] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-10-11T14:12:19.556391] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-10-11T14:12:19.556528] [INFO ] [sig       ] LH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:19.697438] [INFO ] [LOCAL     ] Saved forecast: LH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LH.txt
[2025-10-11T14:12:19.697668] [INFO ] [sig       ] [1087/1823] Completed LH in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:19.697730] [INFO ] [sig       ] [1088/1823] Forecasting LHX...
[2025-10-11T14:12:19.697765] [INFO ] [sig       ] Generating forecast for: LHX
[2025-10-11T14:12:19.697798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-10-11T14:12:19.706880] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LHX'.
[2025-10-11T14:12:19.707163] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-10-11T14:12:19.732056] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:19.732879] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-10-11T14:12:19.732935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:19.732969] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:19.732997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:19.733055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:19.750224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:19.750938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:19.751022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:19.751057] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:19.785560] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:19.785731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:19.785783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:19.785814] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:19.789253] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-10-11T14:12:19.789517] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-10-11T14:12:19.789679] [INFO ] [sig       ] LHX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:19.930404] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LHX.txt
[2025-10-11T14:12:19.930626] [INFO ] [sig       ] [1088/1823] Completed LHX in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:19.930704] [INFO ] [sig       ] [1089/1823] Forecasting LII...
[2025-10-11T14:12:19.930746] [INFO ] [sig       ] Generating forecast for: LII
[2025-10-11T14:12:19.930781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-10-11T14:12:19.939174] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LII'.
[2025-10-11T14:12:19.939426] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-10-11T14:12:19.964119] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:19.964827] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-10-11T14:12:19.964882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:19.964928] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:19.964958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:19.965016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:19.982419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:19.982987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:19.983066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:19.983100] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:20.017567] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:20.017676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:20.017730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:20.017761] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:20.020841] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-10-11T14:12:20.021093] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-10-11T14:12:20.021223] [INFO ] [sig       ] LII: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:20.160856] [INFO ] [LOCAL     ] Saved forecast: LII	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LII.txt
[2025-10-11T14:12:20.161067] [INFO ] [sig       ] [1089/1823] Completed LII in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:20.161110] [INFO ] [sig       ] [1090/1823] Forecasting LION...
[2025-10-11T14:12:20.161142] [INFO ] [sig       ] Generating forecast for: LION
[2025-10-11T14:12:20.161174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LION' from 'https://tdm.silogroup.org/data/derivative_storage/LION.csv'.
[2025-10-11T14:12:20.169407] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LION'.
[2025-10-11T14:12:20.169688] [INFO ] [FORECASTER] Starting predict_future for LION
[2025-10-11T14:12:20.194742] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:20.195489] [DEBUG] [LOCAL     ] No optimal features file found for LION: ./output/feature-sets/LION.txt
[2025-10-11T14:12:20.195544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:20.195578] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:20.195607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:20.195687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:20.213014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:20.213550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:20.213630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:20.213700] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:20.249210] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:20.249346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:20.249386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:20.249413] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:20.254550] [DEBUG] [FORECASTER] LION: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-10-11T14:12:20.254844] [INFO ] [FORECASTER] Completed predict_future for LION
[2025-10-11T14:12:20.254986] [INFO ] [sig       ] LION: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:20.395486] [INFO ] [LOCAL     ] Saved forecast: LION	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LION.txt
[2025-10-11T14:12:20.395712] [INFO ] [sig       ] [1090/1823] Completed LION in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:20.395774] [INFO ] [sig       ] [1091/1823] Forecasting LITB...
[2025-10-11T14:12:20.395808] [INFO ] [sig       ] Generating forecast for: LITB
[2025-10-11T14:12:20.395840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'.
[2025-10-11T14:12:20.404881] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LITB'.
[2025-10-11T14:12:20.405209] [INFO ] [FORECASTER] Starting predict_future for LITB
[2025-10-11T14:12:20.430384] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:20.431093] [DEBUG] [LOCAL     ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt
[2025-10-11T14:12:20.431149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:20.431182] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:20.431209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:20.431272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:20.448084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:20.448622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:20.448731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:20.448772] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:20.482402] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:20.482496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:20.482532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:20.482561] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:20.485698] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-10-11T14:12:20.485958] [INFO ] [FORECASTER] Completed predict_future for LITB
[2025-10-11T14:12:20.486090] [INFO ] [sig       ] LITB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:20.624864] [INFO ] [LOCAL     ] Saved forecast: LITB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LITB.txt
[2025-10-11T14:12:20.625087] [INFO ] [sig       ] [1091/1823] Completed LITB in 0.2s | 4.09 sym/s | Total: 4.4m | ETA: 3.0m
[2025-10-11T14:12:20.625129] [INFO ] [sig       ] [1092/1823] Forecasting LLY...
[2025-10-11T14:12:20.625160] [INFO ] [sig       ] Generating forecast for: LLY
[2025-10-11T14:12:20.625190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-10-11T14:12:20.634322] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LLY'.
[2025-10-11T14:12:20.634709] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-10-11T14:12:20.659836] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:20.660522] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-10-11T14:12:20.660577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:20.660694] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:20.660743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:20.660803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:20.678020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:20.678555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:20.678637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:20.678711] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:20.715213] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:20.715299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:20.715336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:20.715365] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:20.718512] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-10-11T14:12:20.718810] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-10-11T14:12:20.718952] [INFO ] [sig       ] LLY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:20.860909] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LLY.txt
[2025-10-11T14:12:20.861167] [INFO ] [sig       ] [1092/1823] Completed LLY in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 3.0m
[2025-10-11T14:12:20.861211] [INFO ] [sig       ] [1093/1823] Forecasting LMND...
[2025-10-11T14:12:20.861242] [INFO ] [sig       ] Generating forecast for: LMND
[2025-10-11T14:12:20.861275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-10-11T14:12:20.869787] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LMND'.
[2025-10-11T14:12:20.870064] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-10-11T14:12:20.895124] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:20.895923] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-10-11T14:12:20.895977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:20.896012] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:20.896041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:20.896100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:20.913306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:20.914017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:20.914105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:20.914138] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:20.953007] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:20.953185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:20.953231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:20.953260] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:20.956866] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-10-11T14:12:20.957146] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-10-11T14:12:20.957290] [INFO ] [sig       ] LMND: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:21.096202] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LMND.txt
[2025-10-11T14:12:21.096417] [INFO ] [sig       ] [1093/1823] Completed LMND in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 3.0m
[2025-10-11T14:12:21.096505] [INFO ] [sig       ] [1094/1823] Forecasting LMT...
[2025-10-11T14:12:21.096549] [INFO ] [sig       ] Generating forecast for: LMT
[2025-10-11T14:12:21.096735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'.
[2025-10-11T14:12:21.105355] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LMT'.
[2025-10-11T14:12:21.105671] [INFO ] [FORECASTER] Starting predict_future for LMT
[2025-10-11T14:12:21.130659] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:21.131436] [DEBUG] [LOCAL     ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt
[2025-10-11T14:12:21.131490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:21.131522] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:21.131549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:21.131606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:21.148813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:21.149426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:21.149509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:21.149543] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:21.187310] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:21.187456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:21.187495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:21.187523] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:21.190664] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: UP (p=61.51%)
[2025-10-11T14:12:21.190930] [INFO ] [FORECASTER] Completed predict_future for LMT
[2025-10-11T14:12:21.191066] [INFO ] [sig       ] LMT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:21.330545] [INFO ] [LOCAL     ] Saved forecast: LMT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LMT.txt
[2025-10-11T14:12:21.330778] [INFO ] [sig       ] [1094/1823] Completed LMT in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 3.0m
[2025-10-11T14:12:21.330839] [INFO ] [sig       ] [1095/1823] Forecasting LNC...
[2025-10-11T14:12:21.330873] [INFO ] [sig       ] Generating forecast for: LNC
[2025-10-11T14:12:21.330906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-10-11T14:12:21.339604] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LNC'.
[2025-10-11T14:12:21.339956] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-10-11T14:12:21.364945] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:21.365622] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-10-11T14:12:21.365700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:21.365743] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:21.365773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:21.365830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:21.383014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:21.383552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:21.383631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:21.383703] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:21.422456] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:21.422572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:21.422611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:21.422661] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:21.426096] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2025-10-11T14:12:21.426367] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-10-11T14:12:21.426509] [INFO ] [sig       ] LNC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:21.566861] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LNC.txt
[2025-10-11T14:12:21.567124] [INFO ] [sig       ] [1095/1823] Completed LNC in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 3.0m
[2025-10-11T14:12:21.567171] [INFO ] [sig       ] [1096/1823] Forecasting LND...
[2025-10-11T14:12:21.567203] [INFO ] [sig       ] Generating forecast for: LND
[2025-10-11T14:12:21.567235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-10-11T14:12:21.575464] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LND'.
[2025-10-11T14:12:21.575749] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-10-11T14:12:21.600691] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:21.601390] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-10-11T14:12:21.601444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:21.601494] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:21.601525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:21.601582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:21.618795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:21.619440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:21.619523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:21.619556] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:21.655300] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:21.655440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:21.655480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:21.655510] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:21.658952] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-10-11T14:12:21.659221] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-10-11T14:12:21.659363] [INFO ] [sig       ] LND: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:21.805810] [INFO ] [LOCAL     ] Saved forecast: LND	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LND.txt
[2025-10-11T14:12:21.806034] [INFO ] [sig       ] [1096/1823] Completed LND in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 3.0m
[2025-10-11T14:12:21.806077] [INFO ] [sig       ] [1097/1823] Forecasting LNG...
[2025-10-11T14:12:21.806109] [INFO ] [sig       ] Generating forecast for: LNG
[2025-10-11T14:12:21.806143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-10-11T14:12:21.814694] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LNG'.
[2025-10-11T14:12:21.814961] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-10-11T14:12:21.842491] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:21.843310] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-10-11T14:12:21.843367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:21.843403] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:21.843434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:21.843495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:21.861217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:21.861863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:21.861945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:21.861979] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:21.897897] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:21.897994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:21.898031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:21.898059] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:21.901147] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=55.19%)
[2025-10-11T14:12:21.901402] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-10-11T14:12:21.901535] [INFO ] [sig       ] LNG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:22.043997] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LNG.txt
[2025-10-11T14:12:22.044212] [INFO ] [sig       ] [1097/1823] Completed LNG in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 3.0m
[2025-10-11T14:12:22.044258] [INFO ] [sig       ] [1098/1823] Forecasting LNN...
[2025-10-11T14:12:22.044290] [INFO ] [sig       ] Generating forecast for: LNN
[2025-10-11T14:12:22.044322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-10-11T14:12:22.053825] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LNN'.
[2025-10-11T14:12:22.054151] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-10-11T14:12:22.079209] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:22.079973] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-10-11T14:12:22.080029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:22.080063] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:22.080091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:22.080148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:22.097184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:22.097773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:22.097855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:22.097890] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:22.134417] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:22.134497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:22.134533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:22.134562] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:22.137725] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=41.62%)
[2025-10-11T14:12:22.137985] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-10-11T14:12:22.138116] [INFO ] [sig       ] LNN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:22.277637] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LNN.txt
[2025-10-11T14:12:22.277903] [INFO ] [sig       ] [1098/1823] Completed LNN in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 3.0m
[2025-10-11T14:12:22.277949] [INFO ] [sig       ] [1099/1823] Forecasting LOAR...
[2025-10-11T14:12:22.277979] [INFO ] [sig       ] Generating forecast for: LOAR
[2025-10-11T14:12:22.278009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAR' from 'https://tdm.silogroup.org/data/derivative_storage/LOAR.csv'.
[2025-10-11T14:12:22.287361] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOAR'.
[2025-10-11T14:12:22.287630] [INFO ] [FORECASTER] Starting predict_future for LOAR
[2025-10-11T14:12:22.312539] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:22.313249] [DEBUG] [LOCAL     ] No optimal features file found for LOAR: ./output/feature-sets/LOAR.txt
[2025-10-11T14:12:22.313302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:22.313337] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:22.313364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:22.313421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:22.330281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:22.330858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:22.330945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:22.330979] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:22.371839] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:22.371923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:22.371960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:22.371988] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:22.375005] [DEBUG] [FORECASTER] LOAR: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-10-11T14:12:22.375256] [INFO ] [FORECASTER] Completed predict_future for LOAR
[2025-10-11T14:12:22.375387] [INFO ] [sig       ] LOAR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:22.522485] [INFO ] [LOCAL     ] Saved forecast: LOAR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LOAR.txt
[2025-10-11T14:12:22.522769] [INFO ] [sig       ] [1099/1823] Completed LOAR in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 3.0m
[2025-10-11T14:12:22.522831] [INFO ] [sig       ] [1100/1823] Forecasting LOB...
[2025-10-11T14:12:22.522865] [INFO ] [sig       ] Generating forecast for: LOB
[2025-10-11T14:12:22.522898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-10-11T14:12:22.532881] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOB'.
[2025-10-11T14:12:22.533237] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-10-11T14:12:22.558433] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:22.559231] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-10-11T14:12:22.559293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:22.559328] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:22.559357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:22.559469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:22.577063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:22.577696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:22.577781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:22.577816] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:22.614430] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:22.614560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:22.614598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:22.614627] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:22.617937] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-10-11T14:12:22.618204] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-10-11T14:12:22.618347] [INFO ] [sig       ] LOB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:22.758520] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LOB.txt
[2025-10-11T14:12:22.758829] [INFO ] [sig       ] [1100/1823] Completed LOB in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:22.758892] [INFO ] [sig       ] [1101/1823] Forecasting LOCL...
[2025-10-11T14:12:22.758926] [INFO ] [sig       ] Generating forecast for: LOCL
[2025-10-11T14:12:22.758959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'.
[2025-10-11T14:12:22.767317] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOCL'.
[2025-10-11T14:12:22.767599] [INFO ] [FORECASTER] Starting predict_future for LOCL
[2025-10-11T14:12:22.792373] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:22.793168] [DEBUG] [LOCAL     ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt
[2025-10-11T14:12:22.793226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:22.793260] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:22.793287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:22.793344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:22.810266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:22.810881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:22.810970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:22.811005] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:22.849637] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:22.849817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:22.849862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:22.849892] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:22.853369] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-10-11T14:12:22.853674] [INFO ] [FORECASTER] Completed predict_future for LOCL
[2025-10-11T14:12:22.853826] [INFO ] [sig       ] LOCL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:23.008610] [INFO ] [LOCAL     ] Saved forecast: LOCL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LOCL.txt
[2025-10-11T14:12:23.008910] [INFO ] [sig       ] [1101/1823] Completed LOCL in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:23.008961] [INFO ] [sig       ] [1102/1823] Forecasting LOMA...
[2025-10-11T14:12:23.008993] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-10-11T14:12:23.009025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-10-11T14:12:23.019080] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOMA'.
[2025-10-11T14:12:23.019544] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-10-11T14:12:23.049516] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:23.050679] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-10-11T14:12:23.050744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:23.050781] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:23.050811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:23.050888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:23.071785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:23.072749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:23.072848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:23.072885] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:23.114327] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:23.114499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:23.114548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:23.114578] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:23.118164] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-10-11T14:12:23.118456] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-10-11T14:12:23.118605] [INFO ] [sig       ] LOMA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:23.263872] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LOMA.txt
[2025-10-11T14:12:23.264140] [INFO ] [sig       ] [1102/1823] Completed LOMA in 0.3s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:23.264187] [INFO ] [sig       ] [1103/1823] Forecasting LOW...
[2025-10-11T14:12:23.264220] [INFO ] [sig       ] Generating forecast for: LOW
[2025-10-11T14:12:23.264256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'.
[2025-10-11T14:12:23.273372] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LOW'.
[2025-10-11T14:12:23.273789] [INFO ] [FORECASTER] Starting predict_future for LOW
[2025-10-11T14:12:23.300381] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:23.301249] [DEBUG] [LOCAL     ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt
[2025-10-11T14:12:23.301308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:23.301365] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:23.301397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:23.301457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:23.319253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:23.320188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:23.320280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:23.320316] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:23.359848] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:23.360028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:23.360113] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:23.360146] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:23.365487] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-10-11T14:12:23.365843] [INFO ] [FORECASTER] Completed predict_future for LOW
[2025-10-11T14:12:23.366004] [INFO ] [sig       ] LOW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:23.509554] [INFO ] [LOCAL     ] Saved forecast: LOW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LOW.txt
[2025-10-11T14:12:23.509841] [INFO ] [sig       ] [1103/1823] Completed LOW in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:23.509903] [INFO ] [sig       ] [1104/1823] Forecasting LPG...
[2025-10-11T14:12:23.509938] [INFO ] [sig       ] Generating forecast for: LPG
[2025-10-11T14:12:23.509970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-10-11T14:12:23.519298] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LPG'.
[2025-10-11T14:12:23.519671] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-10-11T14:12:23.544755] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:23.545587] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-10-11T14:12:23.545663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:23.545720] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:23.545752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:23.545810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:23.562774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:23.563531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:23.563620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:23.563688] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:23.601479] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:23.601679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:23.601741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:23.601773] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:23.605335] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=33.15%)
[2025-10-11T14:12:23.605621] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-10-11T14:12:23.605814] [INFO ] [sig       ] LPG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:23.746815] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LPG.txt
[2025-10-11T14:12:23.747038] [INFO ] [sig       ] [1104/1823] Completed LPG in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:23.747081] [INFO ] [sig       ] [1105/1823] Forecasting LPL...
[2025-10-11T14:12:23.747111] [INFO ] [sig       ] Generating forecast for: LPL
[2025-10-11T14:12:23.747144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-10-11T14:12:23.755993] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LPL'.
[2025-10-11T14:12:23.756298] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-10-11T14:12:23.781254] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:23.781980] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-10-11T14:12:23.782035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:23.782068] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:23.782097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:23.782155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:23.799361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:23.799933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:23.800011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:23.800045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:23.835171] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:23.835256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:23.835293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:23.835321] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:23.838412] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-10-11T14:12:23.838691] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-10-11T14:12:23.838837] [INFO ] [sig       ] LPL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:23.978827] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LPL.txt
[2025-10-11T14:12:23.979046] [INFO ] [sig       ] [1105/1823] Completed LPL in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:23.979090] [INFO ] [sig       ] [1106/1823] Forecasting LPX...
[2025-10-11T14:12:23.979120] [INFO ] [sig       ] Generating forecast for: LPX
[2025-10-11T14:12:23.979152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-10-11T14:12:23.987944] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LPX'.
[2025-10-11T14:12:23.988201] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-10-11T14:12:24.012995] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:24.013701] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-10-11T14:12:24.013757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:24.013790] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:24.013819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:24.013876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:24.033952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:24.034522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:24.034601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:24.034635] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:24.069889] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:24.070055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:24.070097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:24.070127] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:24.073575] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=44.93%)
[2025-10-11T14:12:24.073874] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-10-11T14:12:24.074018] [INFO ] [sig       ] LPX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:24.217169] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LPX.txt
[2025-10-11T14:12:24.217437] [INFO ] [sig       ] [1106/1823] Completed LPX in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:24.217489] [INFO ] [sig       ] [1107/1823] Forecasting LRN...
[2025-10-11T14:12:24.217524] [INFO ] [sig       ] Generating forecast for: LRN
[2025-10-11T14:12:24.217558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'.
[2025-10-11T14:12:24.227055] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LRN'.
[2025-10-11T14:12:24.227391] [INFO ] [FORECASTER] Starting predict_future for LRN
[2025-10-11T14:12:24.254518] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:24.255565] [DEBUG] [LOCAL     ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt
[2025-10-11T14:12:24.255628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:24.255702] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:24.255743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:24.255804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:24.273250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:24.273976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:24.274060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:24.274094] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:24.311635] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:24.311824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:24.311867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:24.311896] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:24.315348] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-10-11T14:12:24.315625] [INFO ] [FORECASTER] Completed predict_future for LRN
[2025-10-11T14:12:24.315802] [INFO ] [sig       ] LRN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:24.460832] [INFO ] [LOCAL     ] Saved forecast: LRN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LRN.txt
[2025-10-11T14:12:24.461051] [INFO ] [sig       ] [1107/1823] Completed LRN in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:24.461096] [INFO ] [sig       ] [1108/1823] Forecasting LSPD...
[2025-10-11T14:12:24.461127] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-10-11T14:12:24.461160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-10-11T14:12:24.470303] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LSPD'.
[2025-10-11T14:12:24.470619] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-10-11T14:12:24.495876] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:24.496634] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-10-11T14:12:24.496717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:24.496755] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:24.496784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:24.496841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:24.513920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:24.514464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:24.514543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:24.514577] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:24.551378] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:24.551496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:24.551558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:24.551592] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:24.554969] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-10-11T14:12:24.555240] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-10-11T14:12:24.555383] [INFO ] [sig       ] LSPD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:24.699935] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LSPD.txt
[2025-10-11T14:12:24.700267] [INFO ] [sig       ] [1108/1823] Completed LSPD in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:24.700344] [INFO ] [sig       ] [1109/1823] Forecasting LTC...
[2025-10-11T14:12:24.700392] [INFO ] [sig       ] Generating forecast for: LTC
[2025-10-11T14:12:24.700440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-10-11T14:12:24.712143] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LTC'.
[2025-10-11T14:12:24.712673] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-10-11T14:12:24.745881] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:24.746952] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-10-11T14:12:24.747011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:24.747047] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:24.747076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:24.747136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:24.768995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:24.769906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:24.769996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:24.770032] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:24.812875] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:24.813034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:24.813086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:24.813118] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:24.817409] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-10-11T14:12:24.817847] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-10-11T14:12:24.818051] [INFO ] [sig       ] LTC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:24.988449] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LTC.txt
[2025-10-11T14:12:24.988733] [INFO ] [sig       ] [1109/1823] Completed LTC in 0.3s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:24.988812] [INFO ] [sig       ] [1110/1823] Forecasting LTH...
[2025-10-11T14:12:24.988860] [INFO ] [sig       ] Generating forecast for: LTH
[2025-10-11T14:12:24.988896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-10-11T14:12:24.998733] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LTH'.
[2025-10-11T14:12:24.999117] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-10-11T14:12:25.028012] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:25.028975] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-10-11T14:12:25.029036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:25.029073] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:25.029121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:25.029184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:25.049624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:25.050415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:25.050518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:25.050574] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:25.092565] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:25.092733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:25.092786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:25.092818] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:25.096372] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=77.20%)
[2025-10-11T14:12:25.096807] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-10-11T14:12:25.096983] [INFO ] [sig       ] LTH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:25.248525] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LTH.txt
[2025-10-11T14:12:25.248773] [INFO ] [sig       ] [1110/1823] Completed LTH in 0.3s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:25.248835] [INFO ] [sig       ] [1111/1823] Forecasting LTM...
[2025-10-11T14:12:25.248868] [INFO ] [sig       ] Generating forecast for: LTM
[2025-10-11T14:12:25.248900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTM' from 'https://tdm.silogroup.org/data/derivative_storage/LTM.csv'.
[2025-10-11T14:12:25.257542] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LTM'.
[2025-10-11T14:12:25.257849] [INFO ] [FORECASTER] Starting predict_future for LTM
[2025-10-11T14:12:25.283492] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:25.284272] [DEBUG] [LOCAL     ] No optimal features file found for LTM: ./output/feature-sets/LTM.txt
[2025-10-11T14:12:25.284330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:25.284367] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:25.284397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:25.284458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:25.301864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:25.302485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:25.302571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:25.302606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:25.341949] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:25.342059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:25.342096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:25.342126] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:25.345345] [DEBUG] [FORECASTER] LTM: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-10-11T14:12:25.345609] [INFO ] [FORECASTER] Completed predict_future for LTM
[2025-10-11T14:12:25.345786] [INFO ] [sig       ] LTM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:25.496558] [INFO ] [LOCAL     ] Saved forecast: LTM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LTM.txt
[2025-10-11T14:12:25.496961] [INFO ] [sig       ] [1111/1823] Completed LTM in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:25.497043] [INFO ] [sig       ] [1112/1823] Forecasting LU...
[2025-10-11T14:12:25.497077] [INFO ] [sig       ] Generating forecast for: LU
[2025-10-11T14:12:25.497111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'.
[2025-10-11T14:12:25.506819] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LU'.
[2025-10-11T14:12:25.507265] [INFO ] [FORECASTER] Starting predict_future for LU
[2025-10-11T14:12:25.534416] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:25.535259] [DEBUG] [LOCAL     ] No optimal features file found for LU: ./output/feature-sets/LU.txt
[2025-10-11T14:12:25.535314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:25.535351] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:25.535380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:25.535440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:25.553839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:25.554397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:25.554477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:25.554511] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:25.591448] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:25.591550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:25.591591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:25.591622] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:25.594868] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: UP (p=76.34%)
[2025-10-11T14:12:25.595153] [INFO ] [FORECASTER] Completed predict_future for LU
[2025-10-11T14:12:25.595288] [INFO ] [sig       ] LU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:25.739796] [INFO ] [LOCAL     ] Saved forecast: LU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LU.txt
[2025-10-11T14:12:25.740021] [INFO ] [sig       ] [1112/1823] Completed LU in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:25.740066] [INFO ] [sig       ] [1113/1823] Forecasting LUCK...
[2025-10-11T14:12:25.740097] [INFO ] [sig       ] Generating forecast for: LUCK
[2025-10-11T14:12:25.740131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCK' from 'https://tdm.silogroup.org/data/derivative_storage/LUCK.csv'.
[2025-10-11T14:12:25.749215] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LUCK'.
[2025-10-11T14:12:25.749483] [INFO ] [FORECASTER] Starting predict_future for LUCK
[2025-10-11T14:12:25.775556] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:25.776380] [DEBUG] [LOCAL     ] No optimal features file found for LUCK: ./output/feature-sets/LUCK.txt
[2025-10-11T14:12:25.776434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:25.776468] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:25.776553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:25.776698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:25.794491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:25.795413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:25.795501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:25.795538] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:25.828350] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:25.828443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:25.828479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:25.828507] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:25.831630] [DEBUG] [FORECASTER] LUCK: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-10-11T14:12:25.831917] [INFO ] [FORECASTER] Completed predict_future for LUCK
[2025-10-11T14:12:25.832047] [INFO ] [sig       ] LUCK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:25.973499] [INFO ] [LOCAL     ] Saved forecast: LUCK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LUCK.txt
[2025-10-11T14:12:25.973739] [INFO ] [sig       ] [1113/1823] Completed LUCK in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:25.973799] [INFO ] [sig       ] [1114/1823] Forecasting LUMN...
[2025-10-11T14:12:25.973834] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-10-11T14:12:25.973867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-10-11T14:12:25.982675] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LUMN'.
[2025-10-11T14:12:25.982969] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-10-11T14:12:26.009047] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:26.009808] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-10-11T14:12:26.009863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:26.009898] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:26.009925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:26.009984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:26.027935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:26.028482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:26.028567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:26.028605] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:26.056417] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:26.056516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:26.056553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:26.056613] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:26.059771] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=34.28%)
[2025-10-11T14:12:26.060028] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-10-11T14:12:26.060153] [INFO ] [sig       ] LUMN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:26.208876] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LUMN.txt
[2025-10-11T14:12:26.209075] [INFO ] [sig       ] [1114/1823] Completed LUMN in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:26.209118] [INFO ] [sig       ] [1115/1823] Forecasting LUV...
[2025-10-11T14:12:26.209149] [INFO ] [sig       ] Generating forecast for: LUV
[2025-10-11T14:12:26.209182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'.
[2025-10-11T14:12:26.218377] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LUV'.
[2025-10-11T14:12:26.218690] [INFO ] [FORECASTER] Starting predict_future for LUV
[2025-10-11T14:12:26.243541] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:26.244268] [DEBUG] [LOCAL     ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt
[2025-10-11T14:12:26.244322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:26.244355] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:26.244381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:26.244438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:26.261780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:26.262323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:26.262402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:26.262436] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:26.300781] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:26.300872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:26.300927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:26.300956] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:26.304053] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-10-11T14:12:26.304305] [INFO ] [FORECASTER] Completed predict_future for LUV
[2025-10-11T14:12:26.304433] [INFO ] [sig       ] LUV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:26.454046] [INFO ] [LOCAL     ] Saved forecast: LUV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LUV.txt
[2025-10-11T14:12:26.454450] [INFO ] [sig       ] [1115/1823] Completed LUV in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:26.454510] [INFO ] [sig       ] [1116/1823] Forecasting LVS...
[2025-10-11T14:12:26.454553] [INFO ] [sig       ] Generating forecast for: LVS
[2025-10-11T14:12:26.454615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-10-11T14:12:26.466414] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LVS'.
[2025-10-11T14:12:26.467000] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-10-11T14:12:26.497353] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:26.498171] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-10-11T14:12:26.498226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:26.498260] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:26.498288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:26.498345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:26.515489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:26.516152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:26.516236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:26.516269] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:26.551323] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:26.551494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:26.551537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:26.551566] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:26.557629] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-10-11T14:12:26.557946] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-10-11T14:12:26.558086] [INFO ] [sig       ] LVS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:26.699535] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LVS.txt
[2025-10-11T14:12:26.699794] [INFO ] [sig       ] [1116/1823] Completed LVS in 0.2s | 4.09 sym/s | Total: 4.5m | ETA: 2.9m
[2025-10-11T14:12:26.699855] [INFO ] [sig       ] [1117/1823] Forecasting LVWR...
[2025-10-11T14:12:26.699889] [INFO ] [sig       ] Generating forecast for: LVWR
[2025-10-11T14:12:26.699921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'.
[2025-10-11T14:12:26.708332] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LVWR'.
[2025-10-11T14:12:26.708592] [INFO ] [FORECASTER] Starting predict_future for LVWR
[2025-10-11T14:12:26.733494] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:26.734211] [DEBUG] [LOCAL     ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt
[2025-10-11T14:12:26.734265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:26.734299] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:26.734342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:26.734401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:26.751375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:26.751969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:26.752048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:26.752081] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:26.794225] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:26.794322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:26.794358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:26.794386] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:26.797549] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-10-11T14:12:26.797837] [INFO ] [FORECASTER] Completed predict_future for LVWR
[2025-10-11T14:12:26.797977] [INFO ] [sig       ] LVWR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:26.937807] [INFO ] [LOCAL     ] Saved forecast: LVWR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LVWR.txt
[2025-10-11T14:12:26.938020] [INFO ] [sig       ] [1117/1823] Completed LVWR in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.9m
[2025-10-11T14:12:26.938064] [INFO ] [sig       ] [1118/1823] Forecasting LW...
[2025-10-11T14:12:26.938095] [INFO ] [sig       ] Generating forecast for: LW
[2025-10-11T14:12:26.938126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'.
[2025-10-11T14:12:26.946681] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LW'.
[2025-10-11T14:12:26.946965] [INFO ] [FORECASTER] Starting predict_future for LW
[2025-10-11T14:12:26.971612] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:26.972337] [DEBUG] [LOCAL     ] No optimal features file found for LW: ./output/feature-sets/LW.txt
[2025-10-11T14:12:26.972391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:26.972424] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:26.972451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:26.972508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:26.989513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:26.990086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:26.990168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:26.990202] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:27.025015] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:27.025139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:27.025192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:27.025224] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:27.028424] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2025-10-11T14:12:27.028712] [INFO ] [FORECASTER] Completed predict_future for LW
[2025-10-11T14:12:27.028852] [INFO ] [sig       ] LW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:27.168686] [INFO ] [LOCAL     ] Saved forecast: LW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LW.txt
[2025-10-11T14:12:27.168897] [INFO ] [sig       ] [1118/1823] Completed LW in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.9m
[2025-10-11T14:12:27.168941] [INFO ] [sig       ] [1119/1823] Forecasting LXFR...
[2025-10-11T14:12:27.168971] [INFO ] [sig       ] Generating forecast for: LXFR
[2025-10-11T14:12:27.169002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'.
[2025-10-11T14:12:27.177541] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LXFR'.
[2025-10-11T14:12:27.177859] [INFO ] [FORECASTER] Starting predict_future for LXFR
[2025-10-11T14:12:27.202766] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:27.203462] [DEBUG] [LOCAL     ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt
[2025-10-11T14:12:27.203516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:27.203549] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:27.203576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:27.203633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:27.220541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:27.221112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:27.221193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:27.221227] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:27.252749] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:27.252843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:27.252880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:27.252909] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:27.255996] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: DOWN (p=46.18%)
[2025-10-11T14:12:27.256250] [INFO ] [FORECASTER] Completed predict_future for LXFR
[2025-10-11T14:12:27.256375] [INFO ] [sig       ] LXFR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:27.396046] [INFO ] [LOCAL     ] Saved forecast: LXFR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LXFR.txt
[2025-10-11T14:12:27.396277] [INFO ] [sig       ] [1119/1823] Completed LXFR in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.9m
[2025-10-11T14:12:27.396319] [INFO ] [sig       ] [1120/1823] Forecasting LXP...
[2025-10-11T14:12:27.396350] [INFO ] [sig       ] Generating forecast for: LXP
[2025-10-11T14:12:27.396381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-10-11T14:12:27.404611] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LXP'.
[2025-10-11T14:12:27.404899] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-10-11T14:12:27.430029] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:27.430747] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-10-11T14:12:27.430802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:27.430836] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:27.430863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:27.430919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:27.448141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:27.448702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:27.448787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:27.448821] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:27.479925] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:27.480008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:27.480044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:27.480072] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:27.483065] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2025-10-11T14:12:27.483316] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-10-11T14:12:27.483441] [INFO ] [sig       ] LXP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:27.623759] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LXP.txt
[2025-10-11T14:12:27.623990] [INFO ] [sig       ] [1120/1823] Completed LXP in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.9m
[2025-10-11T14:12:27.624035] [INFO ] [sig       ] [1121/1823] Forecasting LXU...
[2025-10-11T14:12:27.624066] [INFO ] [sig       ] Generating forecast for: LXU
[2025-10-11T14:12:27.624097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'.
[2025-10-11T14:12:27.632188] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LXU'.
[2025-10-11T14:12:27.632458] [INFO ] [FORECASTER] Starting predict_future for LXU
[2025-10-11T14:12:27.657401] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:27.658115] [DEBUG] [LOCAL     ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt
[2025-10-11T14:12:27.658169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:27.658202] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:27.658230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:27.658287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:27.675464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:27.676037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:27.676117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:27.676150] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:27.707058] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:27.707142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:27.707178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:27.707205] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:27.710250] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-10-11T14:12:27.710502] [INFO ] [FORECASTER] Completed predict_future for LXU
[2025-10-11T14:12:27.710628] [INFO ] [sig       ] LXU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:27.849169] [INFO ] [LOCAL     ] Saved forecast: LXU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LXU.txt
[2025-10-11T14:12:27.849371] [INFO ] [sig       ] [1121/1823] Completed LXU in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.9m
[2025-10-11T14:12:27.849413] [INFO ] [sig       ] [1122/1823] Forecasting LYB...
[2025-10-11T14:12:27.849444] [INFO ] [sig       ] Generating forecast for: LYB
[2025-10-11T14:12:27.849476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-10-11T14:12:27.858135] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LYB'.
[2025-10-11T14:12:27.858416] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-10-11T14:12:27.883386] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:27.884101] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-10-11T14:12:27.884155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:27.884188] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:27.884215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:27.884272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:27.901342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:27.901934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:27.902014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:27.902047] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:27.939425] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:27.939517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:27.939571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:27.939600] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:27.942830] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-10-11T14:12:27.943089] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-10-11T14:12:27.943217] [INFO ] [sig       ] LYB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:28.083202] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LYB.txt
[2025-10-11T14:12:28.083395] [INFO ] [sig       ] [1122/1823] Completed LYB in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.9m
[2025-10-11T14:12:28.083439] [INFO ] [sig       ] [1123/1823] Forecasting LYG...
[2025-10-11T14:12:28.083469] [INFO ] [sig       ] Generating forecast for: LYG
[2025-10-11T14:12:28.083501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-10-11T14:12:28.091928] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LYG'.
[2025-10-11T14:12:28.092202] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-10-11T14:12:28.117044] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:28.117771] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-10-11T14:12:28.117825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:28.117858] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:28.117885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:28.117942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:28.134780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:28.135304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:28.135383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:28.135417] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:28.169359] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:28.169437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:28.169473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:28.169501] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:28.172598] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-10-11T14:12:28.172881] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-10-11T14:12:28.173012] [INFO ] [sig       ] LYG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:28.319158] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LYG.txt
[2025-10-11T14:12:28.319379] [INFO ] [sig       ] [1123/1823] Completed LYG in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.9m
[2025-10-11T14:12:28.319422] [INFO ] [sig       ] [1124/1823] Forecasting LYV...
[2025-10-11T14:12:28.319453] [INFO ] [sig       ] Generating forecast for: LYV
[2025-10-11T14:12:28.319484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'.
[2025-10-11T14:12:28.329212] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LYV'.
[2025-10-11T14:12:28.329560] [INFO ] [FORECASTER] Starting predict_future for LYV
[2025-10-11T14:12:28.356146] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:28.356951] [DEBUG] [LOCAL     ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt
[2025-10-11T14:12:28.357006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:28.357040] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:28.357068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:28.357141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:28.375295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:28.375896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:28.375980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:28.376015] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:28.414983] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:28.415166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:28.415211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:28.415240] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:28.418958] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-10-11T14:12:28.419239] [INFO ] [FORECASTER] Completed predict_future for LYV
[2025-10-11T14:12:28.419387] [INFO ] [sig       ] LYV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:28.571469] [INFO ] [LOCAL     ] Saved forecast: LYV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/LYV.txt
[2025-10-11T14:12:28.571794] [INFO ] [sig       ] [1124/1823] Completed LYV in 0.3s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:28.571858] [INFO ] [sig       ] [1125/1823] Forecasting LZB...
[2025-10-11T14:12:28.571893] [INFO ] [sig       ] Generating forecast for: LZB
[2025-10-11T14:12:28.571926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-10-11T14:12:28.580675] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LZB'.
[2025-10-11T14:12:28.580966] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-10-11T14:12:28.608103] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:28.608974] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-10-11T14:12:28.609030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:28.609064] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:28.609093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:28.609158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:28.627304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:28.628071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:28.628161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:28.628196] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:28.666469] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:28.666699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:28.666759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:28.666792] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:28.670339] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=51.38%)
[2025-10-11T14:12:28.670616] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-10-11T14:12:28.670799] [INFO ] [sig       ] LZB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:28.813792] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LZB.txt
[2025-10-11T14:12:28.814031] [INFO ] [sig       ] [1125/1823] Completed LZB in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:28.814076] [INFO ] [sig       ] [1126/1823] Forecasting LZM...
[2025-10-11T14:12:28.814107] [INFO ] [sig       ] Generating forecast for: LZM
[2025-10-11T14:12:28.814140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-10-11T14:12:28.823279] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'LZM'.
[2025-10-11T14:12:28.823546] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-10-11T14:12:28.849638] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:28.850446] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-10-11T14:12:28.850502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:28.850589] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:28.850627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:28.850722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:28.869011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:28.869586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:28.869705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:28.869771] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:28.906566] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:28.906707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:28.906758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:28.906791] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:28.910169] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-10-11T14:12:28.910437] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-10-11T14:12:28.910579] [INFO ] [sig       ] LZM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:29.058221] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/LZM.txt
[2025-10-11T14:12:29.058439] [INFO ] [sig       ] [1126/1823] Completed LZM in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:29.058482] [INFO ] [sig       ] [1127/1823] Forecasting M...
[2025-10-11T14:12:29.058513] [INFO ] [sig       ] Generating forecast for: M
[2025-10-11T14:12:29.058545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-10-11T14:12:29.067563] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'M'.
[2025-10-11T14:12:29.067869] [INFO ] [FORECASTER] Starting predict_future for M
[2025-10-11T14:12:29.092944] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:29.093620] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-10-11T14:12:29.093697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:29.093740] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:29.093769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:29.093827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:29.111283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:29.111882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:29.111963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:29.111997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:29.151103] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:29.151186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:29.151222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:29.151250] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:29.154359] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-10-11T14:12:29.154614] [INFO ] [FORECASTER] Completed predict_future for M
[2025-10-11T14:12:29.154788] [INFO ] [sig       ] M: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:29.294733] [INFO ] [LOCAL     ] Saved forecast: M	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/M.txt
[2025-10-11T14:12:29.294925] [INFO ] [sig       ] [1127/1823] Completed M in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:29.294975] [INFO ] [sig       ] [1128/1823] Forecasting MA...
[2025-10-11T14:12:29.295007] [INFO ] [sig       ] Generating forecast for: MA
[2025-10-11T14:12:29.295039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-10-11T14:12:29.303439] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MA'.
[2025-10-11T14:12:29.303740] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-10-11T14:12:29.328562] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:29.329411] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-10-11T14:12:29.329466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:29.329499] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:29.329526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:29.329583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:29.346796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:29.347347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:29.347425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:29.347458] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:29.382552] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:29.382636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:29.382712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:29.382747] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:29.385786] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-10-11T14:12:29.386038] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-10-11T14:12:29.386167] [INFO ] [sig       ] MA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:29.524775] [INFO ] [LOCAL     ] Saved forecast: MA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MA.txt
[2025-10-11T14:12:29.524958] [INFO ] [sig       ] [1128/1823] Completed MA in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:29.525001] [INFO ] [sig       ] [1129/1823] Forecasting MAA...
[2025-10-11T14:12:29.525031] [INFO ] [sig       ] Generating forecast for: MAA
[2025-10-11T14:12:29.525062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-10-11T14:12:29.533924] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAA'.
[2025-10-11T14:12:29.534183] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-10-11T14:12:29.559021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:29.559731] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-10-11T14:12:29.559786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:29.559819] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:29.559846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:29.559904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:29.577070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:29.577614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:29.577721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:29.577764] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:29.613527] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:29.614075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:29.614119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:29.614162] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:29.618412] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-10-11T14:12:29.618691] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-10-11T14:12:29.618839] [INFO ] [sig       ] MAA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:29.762727] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MAA.txt
[2025-10-11T14:12:29.762926] [INFO ] [sig       ] [1129/1823] Completed MAA in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:29.762969] [INFO ] [sig       ] [1130/1823] Forecasting MAGN...
[2025-10-11T14:12:29.763000] [INFO ] [sig       ] Generating forecast for: MAGN
[2025-10-11T14:12:29.763032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAGN' from 'https://tdm.silogroup.org/data/derivative_storage/MAGN.csv'.
[2025-10-11T14:12:29.771686] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAGN'.
[2025-10-11T14:12:29.771939] [INFO ] [FORECASTER] Starting predict_future for MAGN
[2025-10-11T14:12:29.796710] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:29.797394] [DEBUG] [LOCAL     ] No optimal features file found for MAGN: ./output/feature-sets/MAGN.txt
[2025-10-11T14:12:29.797448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:29.797481] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:29.797508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:29.797566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:29.814592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:29.815187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:29.815266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:29.815299] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:29.850606] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:29.850708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:29.850758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:29.850788] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:29.853801] [DEBUG] [FORECASTER] MAGN: Forecast T+1@11:T+2@11: UP (p=65.42%)
[2025-10-11T14:12:29.854050] [INFO ] [FORECASTER] Completed predict_future for MAGN
[2025-10-11T14:12:29.854185] [INFO ] [sig       ] MAGN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:29.993066] [INFO ] [LOCAL     ] Saved forecast: MAGN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MAGN.txt
[2025-10-11T14:12:29.993250] [INFO ] [sig       ] [1130/1823] Completed MAGN in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:29.993292] [INFO ] [sig       ] [1131/1823] Forecasting MAIN...
[2025-10-11T14:12:29.993323] [INFO ] [sig       ] Generating forecast for: MAIN
[2025-10-11T14:12:29.993355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'.
[2025-10-11T14:12:30.001710] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAIN'.
[2025-10-11T14:12:30.001972] [INFO ] [FORECASTER] Starting predict_future for MAIN
[2025-10-11T14:12:30.026441] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:30.027216] [DEBUG] [LOCAL     ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt
[2025-10-11T14:12:30.027270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:30.027304] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:30.027333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:30.027389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:30.044242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:30.044812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:30.044892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:30.044927] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:30.081986] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:30.082064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:30.082101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:30.082130] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:30.085149] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=60.00%)
[2025-10-11T14:12:30.085399] [INFO ] [FORECASTER] Completed predict_future for MAIN
[2025-10-11T14:12:30.085539] [INFO ] [sig       ] MAIN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:30.224627] [INFO ] [LOCAL     ] Saved forecast: MAIN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MAIN.txt
[2025-10-11T14:12:30.224874] [INFO ] [sig       ] [1131/1823] Completed MAIN in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:30.224919] [INFO ] [sig       ] [1132/1823] Forecasting MAN...
[2025-10-11T14:12:30.224950] [INFO ] [sig       ] Generating forecast for: MAN
[2025-10-11T14:12:30.224981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-10-11T14:12:30.233662] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAN'.
[2025-10-11T14:12:30.233931] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-10-11T14:12:30.258890] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:30.259557] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-10-11T14:12:30.259610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:30.259670] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:30.259721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:30.259781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:30.276949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:30.277475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:30.277555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:30.277589] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:30.314583] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:30.314705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:30.314765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:30.314803] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:30.317945] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-10-11T14:12:30.318201] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-10-11T14:12:30.318366] [INFO ] [sig       ] MAN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:30.466838] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MAN.txt
[2025-10-11T14:12:30.467213] [INFO ] [sig       ] [1132/1823] Completed MAN in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:30.467283] [INFO ] [sig       ] [1133/1823] Forecasting MANU...
[2025-10-11T14:12:30.467337] [INFO ] [sig       ] Generating forecast for: MANU
[2025-10-11T14:12:30.467375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'.
[2025-10-11T14:12:30.478954] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MANU'.
[2025-10-11T14:12:30.479267] [INFO ] [FORECASTER] Starting predict_future for MANU
[2025-10-11T14:12:30.504954] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:30.505717] [DEBUG] [LOCAL     ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt
[2025-10-11T14:12:30.505772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:30.505805] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:30.505832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:30.505888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:30.523123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:30.523728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:30.523874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:30.523927] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:30.559054] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:30.559137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:30.559174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:30.559203] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:30.562258] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-10-11T14:12:30.562509] [INFO ] [FORECASTER] Completed predict_future for MANU
[2025-10-11T14:12:30.562675] [INFO ] [sig       ] MANU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:30.703576] [INFO ] [LOCAL     ] Saved forecast: MANU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MANU.txt
[2025-10-11T14:12:30.703804] [INFO ] [sig       ] [1133/1823] Completed MANU in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:30.703864] [INFO ] [sig       ] [1134/1823] Forecasting MAS...
[2025-10-11T14:12:30.703898] [INFO ] [sig       ] Generating forecast for: MAS
[2025-10-11T14:12:30.703930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-10-11T14:12:30.712337] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAS'.
[2025-10-11T14:12:30.712596] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-10-11T14:12:30.737735] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:30.738411] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-10-11T14:12:30.738464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:30.738497] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:30.738524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:30.738581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:30.755504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:30.756073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:30.756153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:30.756186] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:30.791908] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:30.792021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:30.792059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:30.792087] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:30.795320] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-10-11T14:12:30.795582] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-10-11T14:12:30.795748] [INFO ] [sig       ] MAS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:30.941611] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MAS.txt
[2025-10-11T14:12:30.941870] [INFO ] [sig       ] [1134/1823] Completed MAS in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:30.941944] [INFO ] [sig       ] [1135/1823] Forecasting MATV...
[2025-10-11T14:12:30.941994] [INFO ] [sig       ] Generating forecast for: MATV
[2025-10-11T14:12:30.942030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'.
[2025-10-11T14:12:30.952036] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MATV'.
[2025-10-11T14:12:30.952333] [INFO ] [FORECASTER] Starting predict_future for MATV
[2025-10-11T14:12:30.977712] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:30.978405] [DEBUG] [LOCAL     ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt
[2025-10-11T14:12:30.978459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:30.978493] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:30.978521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:30.978578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:30.995850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:30.996390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:30.996470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:30.996503] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:31.028813] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:31.028908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:31.028944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:31.028971] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:31.032085] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-10-11T14:12:31.032342] [INFO ] [FORECASTER] Completed predict_future for MATV
[2025-10-11T14:12:31.032472] [INFO ] [sig       ] MATV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:31.190020] [INFO ] [LOCAL     ] Saved forecast: MATV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MATV.txt
[2025-10-11T14:12:31.190306] [INFO ] [sig       ] [1135/1823] Completed MATV in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:31.190351] [INFO ] [sig       ] [1136/1823] Forecasting MATX...
[2025-10-11T14:12:31.190382] [INFO ] [sig       ] Generating forecast for: MATX
[2025-10-11T14:12:31.190509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-10-11T14:12:31.199874] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MATX'.
[2025-10-11T14:12:31.200173] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-10-11T14:12:31.227518] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:31.228530] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-10-11T14:12:31.228586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:31.228619] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:31.228675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:31.228754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:31.248054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:31.249097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:31.249184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:31.249218] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:31.281308] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:31.281485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:31.281530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:31.281580] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:31.285262] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-10-11T14:12:31.285535] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-10-11T14:12:31.285701] [INFO ] [sig       ] MATX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:31.488508] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MATX.txt
[2025-10-11T14:12:31.488845] [INFO ] [sig       ] [1136/1823] Completed MATX in 0.3s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:31.488911] [INFO ] [sig       ] [1137/1823] Forecasting MAX...
[2025-10-11T14:12:31.488947] [INFO ] [sig       ] Generating forecast for: MAX
[2025-10-11T14:12:31.488981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-10-11T14:12:31.500026] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MAX'.
[2025-10-11T14:12:31.500564] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-10-11T14:12:31.541838] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:31.543026] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-10-11T14:12:31.543103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:31.543161] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:31.543214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:31.543307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:31.571517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:31.572832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:31.572964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:31.573023] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:31.629735] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:31.629966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:31.630025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:31.630065] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:31.635634] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=81.86%)
[2025-10-11T14:12:31.636215] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-10-11T14:12:31.636417] [INFO ] [sig       ] MAX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:31.846887] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MAX.txt
[2025-10-11T14:12:31.847280] [INFO ] [sig       ] [1137/1823] Completed MAX in 0.4s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:31.847350] [INFO ] [sig       ] [1138/1823] Forecasting MBC...
[2025-10-11T14:12:31.847396] [INFO ] [sig       ] Generating forecast for: MBC
[2025-10-11T14:12:31.847438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-10-11T14:12:31.860505] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MBC'.
[2025-10-11T14:12:31.861109] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-10-11T14:12:31.901270] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:31.902545] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-10-11T14:12:31.902633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:31.902735] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:31.902787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:31.902880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:31.931380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:31.932607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:31.932757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:31.932817] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:31.985243] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:31.985462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:31.985528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:31.985573] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:31.990664] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-10-11T14:12:31.991108] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-10-11T14:12:31.991300] [INFO ] [sig       ] MBC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:32.200600] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MBC.txt
[2025-10-11T14:12:32.200985] [INFO ] [sig       ] [1138/1823] Completed MBC in 0.4s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:32.201055] [INFO ] [sig       ] [1139/1823] Forecasting MBI...
[2025-10-11T14:12:32.201091] [INFO ] [sig       ] Generating forecast for: MBI
[2025-10-11T14:12:32.201125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-10-11T14:12:32.211139] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MBI'.
[2025-10-11T14:12:32.211525] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-10-11T14:12:32.240575] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:32.241797] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-10-11T14:12:32.241893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:32.241935] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:32.241964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:32.242022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:32.259294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:32.260103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:32.260188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:32.260223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:32.295781] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:32.295902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:32.295941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:32.295970] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:32.299247] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-10-11T14:12:32.299517] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-10-11T14:12:32.299673] [INFO ] [sig       ] MBI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:32.439327] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MBI.txt
[2025-10-11T14:12:32.439516] [INFO ] [sig       ] [1139/1823] Completed MBI in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:32.439558] [INFO ] [sig       ] [1140/1823] Forecasting MC...
[2025-10-11T14:12:32.439590] [INFO ] [sig       ] Generating forecast for: MC
[2025-10-11T14:12:32.439622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-10-11T14:12:32.448211] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MC'.
[2025-10-11T14:12:32.448490] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-10-11T14:12:32.473826] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:32.474550] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-10-11T14:12:32.474605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:32.474638] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:32.474712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:32.474775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:32.491639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:32.492199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:32.492279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:32.492313] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:32.528482] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:32.528568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:32.528603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:32.528631] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:32.531731] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-10-11T14:12:32.531985] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-10-11T14:12:32.532123] [INFO ] [sig       ] MC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:32.673216] [INFO ] [LOCAL     ] Saved forecast: MC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MC.txt
[2025-10-11T14:12:32.673460] [INFO ] [sig       ] [1140/1823] Completed MC in 0.2s | 4.09 sym/s | Total: 4.6m | ETA: 2.8m
[2025-10-11T14:12:32.673504] [INFO ] [sig       ] [1141/1823] Forecasting MCB...
[2025-10-11T14:12:32.673535] [INFO ] [sig       ] Generating forecast for: MCB
[2025-10-11T14:12:32.673567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'.
[2025-10-11T14:12:32.682093] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCB'.
[2025-10-11T14:12:32.682365] [INFO ] [FORECASTER] Starting predict_future for MCB
[2025-10-11T14:12:32.707279] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:32.708006] [DEBUG] [LOCAL     ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt
[2025-10-11T14:12:32.708060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:32.708093] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:32.708120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:32.708177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:32.725161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:32.725732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:32.725830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:32.725872] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:32.761486] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:32.761575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:32.761611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:32.761661] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:32.764785] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-10-11T14:12:32.765042] [INFO ] [FORECASTER] Completed predict_future for MCB
[2025-10-11T14:12:32.765172] [INFO ] [sig       ] MCB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:32.907034] [INFO ] [LOCAL     ] Saved forecast: MCB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MCB.txt
[2025-10-11T14:12:32.907229] [INFO ] [sig       ] [1141/1823] Completed MCB in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.8m
[2025-10-11T14:12:32.907278] [INFO ] [sig       ] [1142/1823] Forecasting MCI...
[2025-10-11T14:12:32.907310] [INFO ] [sig       ] Generating forecast for: MCI
[2025-10-11T14:12:32.907342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-10-11T14:12:32.916421] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCI'.
[2025-10-11T14:12:32.916790] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-10-11T14:12:32.942535] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:32.943245] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-10-11T14:12:32.943299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:32.943332] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:32.943361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:32.943419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:32.960386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:32.960998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:32.961117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:32.961157] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:33.000925] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:33.001045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:33.001085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:33.001113] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:33.004464] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-10-11T14:12:33.004786] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-10-11T14:12:33.004934] [INFO ] [sig       ] MCI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:33.145460] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MCI.txt
[2025-10-11T14:12:33.145704] [INFO ] [sig       ] [1142/1823] Completed MCI in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.8m
[2025-10-11T14:12:33.145778] [INFO ] [sig       ] [1143/1823] Forecasting MCK...
[2025-10-11T14:12:33.145820] [INFO ] [sig       ] Generating forecast for: MCK
[2025-10-11T14:12:33.145858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-10-11T14:12:33.154700] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCK'.
[2025-10-11T14:12:33.154980] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-10-11T14:12:33.179999] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:33.180685] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-10-11T14:12:33.180742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:33.180776] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:33.180803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:33.180860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:33.198116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:33.198702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:33.198788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:33.198823] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:33.233210] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:33.233297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:33.233333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:33.233362] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:33.236487] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-10-11T14:12:33.236813] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-10-11T14:12:33.236955] [INFO ] [sig       ] MCK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:33.376128] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MCK.txt
[2025-10-11T14:12:33.376326] [INFO ] [sig       ] [1143/1823] Completed MCK in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.8m
[2025-10-11T14:12:33.376368] [INFO ] [sig       ] [1144/1823] Forecasting MCN...
[2025-10-11T14:12:33.376399] [INFO ] [sig       ] Generating forecast for: MCN
[2025-10-11T14:12:33.376431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-10-11T14:12:33.384271] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCN'.
[2025-10-11T14:12:33.384524] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-10-11T14:12:33.409327] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:33.410070] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-10-11T14:12:33.410125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:33.410159] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:33.410186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:33.410243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:33.427258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:33.427913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:33.427994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:33.428029] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:33.462526] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:33.462732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:33.462790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:33.462821] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:33.466590] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-10-11T14:12:33.466917] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-10-11T14:12:33.467069] [INFO ] [sig       ] MCN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:33.620959] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MCN.txt
[2025-10-11T14:12:33.621262] [INFO ] [sig       ] [1144/1823] Completed MCN in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.8m
[2025-10-11T14:12:33.621307] [INFO ] [sig       ] [1145/1823] Forecasting MCO...
[2025-10-11T14:12:33.621338] [INFO ] [sig       ] Generating forecast for: MCO
[2025-10-11T14:12:33.621370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-10-11T14:12:33.630629] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCO'.
[2025-10-11T14:12:33.630993] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-10-11T14:12:33.658819] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:33.659707] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-10-11T14:12:33.659774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:33.659814] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:33.659847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:33.659929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:33.680406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:33.681175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:33.681265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:33.681301] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:33.723080] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:33.723238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:33.723310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:33.723357] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:33.728612] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-10-11T14:12:33.728986] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-10-11T14:12:33.729178] [INFO ] [sig       ] MCO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:33.898262] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MCO.txt
[2025-10-11T14:12:33.898537] [INFO ] [sig       ] [1145/1823] Completed MCO in 0.3s | 4.09 sym/s | Total: 4.7m | ETA: 2.8m
[2025-10-11T14:12:33.898582] [INFO ] [sig       ] [1146/1823] Forecasting MCR...
[2025-10-11T14:12:33.898612] [INFO ] [sig       ] Generating forecast for: MCR
[2025-10-11T14:12:33.898666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'.
[2025-10-11T14:12:33.907974] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCR'.
[2025-10-11T14:12:33.908358] [INFO ] [FORECASTER] Starting predict_future for MCR
[2025-10-11T14:12:33.939447] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:33.940400] [DEBUG] [LOCAL     ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt
[2025-10-11T14:12:33.940460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:33.940495] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:33.940525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:33.940584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:33.963854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:33.964629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:33.964746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:33.964784] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:34.003201] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:34.003385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:34.003434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:34.003466] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:34.007731] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-10-11T14:12:34.008179] [INFO ] [FORECASTER] Completed predict_future for MCR
[2025-10-11T14:12:34.008385] [INFO ] [sig       ] MCR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:34.178063] [INFO ] [LOCAL     ] Saved forecast: MCR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MCR.txt
[2025-10-11T14:12:34.178366] [INFO ] [sig       ] [1146/1823] Completed MCR in 0.3s | 4.09 sym/s | Total: 4.7m | ETA: 2.8m
[2025-10-11T14:12:34.178432] [INFO ] [sig       ] [1147/1823] Forecasting MCS...
[2025-10-11T14:12:34.178467] [INFO ] [sig       ] Generating forecast for: MCS
[2025-10-11T14:12:34.178501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-10-11T14:12:34.188767] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCS'.
[2025-10-11T14:12:34.189113] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-10-11T14:12:34.214801] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:34.215488] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-10-11T14:12:34.215542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:34.215575] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:34.215604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:34.215681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:34.232872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:34.233429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:34.233508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:34.233541] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:34.277281] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:34.277374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:34.277410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:34.277439] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:34.280545] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-10-11T14:12:34.280836] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-10-11T14:12:34.280981] [INFO ] [sig       ] MCS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:34.420942] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MCS.txt
[2025-10-11T14:12:34.421181] [INFO ] [sig       ] [1147/1823] Completed MCS in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.8m
[2025-10-11T14:12:34.421224] [INFO ] [sig       ] [1148/1823] Forecasting MCY...
[2025-10-11T14:12:34.421256] [INFO ] [sig       ] Generating forecast for: MCY
[2025-10-11T14:12:34.421287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-10-11T14:12:34.430512] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MCY'.
[2025-10-11T14:12:34.430850] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-10-11T14:12:34.456016] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:34.456919] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-10-11T14:12:34.456975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:34.457009] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:34.457038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:34.457095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:34.474029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:34.474691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:34.474778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:34.474813] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:34.515751] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:34.515847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:34.515883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:34.515912] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:34.519016] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-10-11T14:12:34.519274] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-10-11T14:12:34.519414] [INFO ] [sig       ] MCY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:34.658545] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MCY.txt
[2025-10-11T14:12:34.658789] [INFO ] [sig       ] [1148/1823] Completed MCY in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.8m
[2025-10-11T14:12:34.658880] [INFO ] [sig       ] [1149/1823] Forecasting MD...
[2025-10-11T14:12:34.658931] [INFO ] [sig       ] Generating forecast for: MD
[2025-10-11T14:12:34.658966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-10-11T14:12:34.668382] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MD'.
[2025-10-11T14:12:34.668671] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-10-11T14:12:34.693446] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:34.694145] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-10-11T14:12:34.694199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:34.694232] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:34.694260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:34.694317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:34.711373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:34.711948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:34.712027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:34.712062] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:34.754851] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:34.754942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:34.754978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:34.755006] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:34.758102] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=27.29%)
[2025-10-11T14:12:34.758366] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-10-11T14:12:34.758501] [INFO ] [sig       ] MD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:34.897101] [INFO ] [LOCAL     ] Saved forecast: MD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MD.txt
[2025-10-11T14:12:34.897343] [INFO ] [sig       ] [1149/1823] Completed MD in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:34.897386] [INFO ] [sig       ] [1150/1823] Forecasting MDST...
[2025-10-11T14:12:34.897416] [INFO ] [sig       ] Generating forecast for: MDST
[2025-10-11T14:12:34.897447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDST' from 'https://tdm.silogroup.org/data/derivative_storage/MDST.csv'.
[2025-10-11T14:12:34.906821] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MDST'.
[2025-10-11T14:12:34.907194] [INFO ] [FORECASTER] Starting predict_future for MDST
[2025-10-11T14:12:34.932522] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:34.933319] [DEBUG] [LOCAL     ] No optimal features file found for MDST: ./output/feature-sets/MDST.txt
[2025-10-11T14:12:34.933374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:34.933409] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:34.933438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:34.933496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:34.950519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:34.951116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:34.951199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:34.951233] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:34.990125] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:34.990297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:34.990340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:34.990369] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:34.993977] [DEBUG] [FORECASTER] MDST: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-10-11T14:12:34.994282] [INFO ] [FORECASTER] Completed predict_future for MDST
[2025-10-11T14:12:34.994426] [INFO ] [sig       ] MDST: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:35.135969] [INFO ] [LOCAL     ] Saved forecast: MDST	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MDST.txt
[2025-10-11T14:12:35.136238] [INFO ] [sig       ] [1150/1823] Completed MDST in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:35.136283] [INFO ] [sig       ] [1151/1823] Forecasting MDT...
[2025-10-11T14:12:35.136314] [INFO ] [sig       ] Generating forecast for: MDT
[2025-10-11T14:12:35.136347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'.
[2025-10-11T14:12:35.145437] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MDT'.
[2025-10-11T14:12:35.145709] [INFO ] [FORECASTER] Starting predict_future for MDT
[2025-10-11T14:12:35.170730] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:35.171442] [DEBUG] [LOCAL     ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt
[2025-10-11T14:12:35.171495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:35.171528] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:35.171555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:35.171612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:35.188838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:35.189365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:35.189442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:35.189476] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:35.229418] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:35.229607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:35.229679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:35.229732] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:35.233261] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-10-11T14:12:35.233530] [INFO ] [FORECASTER] Completed predict_future for MDT
[2025-10-11T14:12:35.233698] [INFO ] [sig       ] MDT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:35.373185] [INFO ] [LOCAL     ] Saved forecast: MDT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MDT.txt
[2025-10-11T14:12:35.373399] [INFO ] [sig       ] [1151/1823] Completed MDT in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:35.373442] [INFO ] [sig       ] [1152/1823] Forecasting MDU...
[2025-10-11T14:12:35.373472] [INFO ] [sig       ] Generating forecast for: MDU
[2025-10-11T14:12:35.373505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'.
[2025-10-11T14:12:35.382499] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MDU'.
[2025-10-11T14:12:35.382780] [INFO ] [FORECASTER] Starting predict_future for MDU
[2025-10-11T14:12:35.407897] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:35.408570] [DEBUG] [LOCAL     ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt
[2025-10-11T14:12:35.408624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:35.408691] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:35.408733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:35.408792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:35.426026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:35.426554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:35.426687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:35.426741] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:35.467200] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:35.467287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:35.467323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:35.467351] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:35.470443] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-10-11T14:12:35.470730] [INFO ] [FORECASTER] Completed predict_future for MDU
[2025-10-11T14:12:35.470873] [INFO ] [sig       ] MDU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:35.610678] [INFO ] [LOCAL     ] Saved forecast: MDU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MDU.txt
[2025-10-11T14:12:35.610894] [INFO ] [sig       ] [1152/1823] Completed MDU in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:35.610937] [INFO ] [sig       ] [1153/1823] Forecasting MDV...
[2025-10-11T14:12:35.610968] [INFO ] [sig       ] Generating forecast for: MDV
[2025-10-11T14:12:35.611001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'.
[2025-10-11T14:12:35.620249] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MDV'.
[2025-10-11T14:12:35.620505] [INFO ] [FORECASTER] Starting predict_future for MDV
[2025-10-11T14:12:35.645386] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:35.646099] [DEBUG] [LOCAL     ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt
[2025-10-11T14:12:35.646154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:35.646187] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:35.646215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:35.646270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:35.663204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:35.663789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:35.663875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:35.663909] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:35.705477] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:35.705566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:35.705611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:35.705661] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:35.708805] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-10-11T14:12:35.709061] [INFO ] [FORECASTER] Completed predict_future for MDV
[2025-10-11T14:12:35.709198] [INFO ] [sig       ] MDV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:35.849227] [INFO ] [LOCAL     ] Saved forecast: MDV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MDV.txt
[2025-10-11T14:12:35.849435] [INFO ] [sig       ] [1153/1823] Completed MDV in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:35.849477] [INFO ] [sig       ] [1154/1823] Forecasting MEC...
[2025-10-11T14:12:35.849508] [INFO ] [sig       ] Generating forecast for: MEC
[2025-10-11T14:12:35.849540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-10-11T14:12:35.858599] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MEC'.
[2025-10-11T14:12:35.858960] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-10-11T14:12:35.883801] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:35.884484] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-10-11T14:12:35.884553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:35.884588] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:35.884617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:35.884700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:35.901970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:35.902531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:35.902610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:35.902668] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:35.943371] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:35.943470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:35.943506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:35.943534] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:35.946720] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-10-11T14:12:35.946986] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-10-11T14:12:35.947137] [INFO ] [sig       ] MEC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:36.089162] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MEC.txt
[2025-10-11T14:12:36.089375] [INFO ] [sig       ] [1154/1823] Completed MEC in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:36.089418] [INFO ] [sig       ] [1155/1823] Forecasting MED...
[2025-10-11T14:12:36.089449] [INFO ] [sig       ] Generating forecast for: MED
[2025-10-11T14:12:36.089481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-10-11T14:12:36.099470] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MED'.
[2025-10-11T14:12:36.099779] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-10-11T14:12:36.124633] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:36.125365] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-10-11T14:12:36.125420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:36.125452] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:36.125479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:36.125586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:36.142694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:36.143237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:36.143315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:36.143348] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:36.184861] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:36.184961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:36.184997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:36.185027] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:36.188189] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=25.55%)
[2025-10-11T14:12:36.188450] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-10-11T14:12:36.188589] [INFO ] [sig       ] MED: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:36.331042] [INFO ] [LOCAL     ] Saved forecast: MED	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MED.txt
[2025-10-11T14:12:36.331300] [INFO ] [sig       ] [1155/1823] Completed MED in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:36.331347] [INFO ] [sig       ] [1156/1823] Forecasting MEG...
[2025-10-11T14:12:36.331377] [INFO ] [sig       ] Generating forecast for: MEG
[2025-10-11T14:12:36.331420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-10-11T14:12:36.341373] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MEG'.
[2025-10-11T14:12:36.341782] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-10-11T14:12:36.367367] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:36.368216] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-10-11T14:12:36.368274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:36.368309] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:36.368337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:36.368394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:36.385628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:36.386534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:36.386671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:36.386726] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:36.428036] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:36.428147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:36.428184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:36.428214] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:36.431366] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-10-11T14:12:36.431627] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-10-11T14:12:36.431806] [INFO ] [sig       ] MEG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:36.571743] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MEG.txt
[2025-10-11T14:12:36.571952] [INFO ] [sig       ] [1156/1823] Completed MEG in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:36.571996] [INFO ] [sig       ] [1157/1823] Forecasting MEGI...
[2025-10-11T14:12:36.572027] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-10-11T14:12:36.572058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-10-11T14:12:36.581476] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MEGI'.
[2025-10-11T14:12:36.581763] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-10-11T14:12:36.606751] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:36.607433] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-10-11T14:12:36.607486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:36.607520] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:36.607548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:36.607606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:36.624850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:36.625418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:36.625499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:36.625532] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:36.667835] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:36.668010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:36.668052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:36.668082] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:36.671766] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-10-11T14:12:36.672075] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-10-11T14:12:36.672223] [INFO ] [sig       ] MEGI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:36.814132] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MEGI.txt
[2025-10-11T14:12:36.814366] [INFO ] [sig       ] [1157/1823] Completed MEGI in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:36.814408] [INFO ] [sig       ] [1158/1823] Forecasting MEI...
[2025-10-11T14:12:36.814438] [INFO ] [sig       ] Generating forecast for: MEI
[2025-10-11T14:12:36.814471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-10-11T14:12:36.824993] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MEI'.
[2025-10-11T14:12:36.825431] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-10-11T14:12:36.852241] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:36.853102] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-10-11T14:12:36.853159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:36.853194] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:36.853222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:36.853281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:36.870302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:36.871166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:36.871262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:36.871296] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:36.913804] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:36.914004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:36.914500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:36.914541] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:36.918449] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-10-11T14:12:36.918823] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-10-11T14:12:36.918988] [INFO ] [sig       ] MEI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:37.059704] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MEI.txt
[2025-10-11T14:12:37.059979] [INFO ] [sig       ] [1158/1823] Completed MEI in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:37.060024] [INFO ] [sig       ] [1159/1823] Forecasting MET...
[2025-10-11T14:12:37.060054] [INFO ] [sig       ] Generating forecast for: MET
[2025-10-11T14:12:37.060086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'.
[2025-10-11T14:12:37.068714] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MET'.
[2025-10-11T14:12:37.069027] [INFO ] [FORECASTER] Starting predict_future for MET
[2025-10-11T14:12:37.093954] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:37.094637] [DEBUG] [LOCAL     ] No optimal features file found for MET: ./output/feature-sets/MET.txt
[2025-10-11T14:12:37.094718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:37.094753] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:37.094781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:37.094844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:37.111732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:37.112279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:37.112364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:37.112415] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:37.147277] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:37.147388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:37.147425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:37.147454] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:37.150685] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: UP (p=52.99%)
[2025-10-11T14:12:37.150958] [INFO ] [FORECASTER] Completed predict_future for MET
[2025-10-11T14:12:37.151094] [INFO ] [sig       ] MET: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:37.289758] [INFO ] [LOCAL     ] Saved forecast: MET	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MET.txt
[2025-10-11T14:12:37.290014] [INFO ] [sig       ] [1159/1823] Completed MET in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:37.290057] [INFO ] [sig       ] [1160/1823] Forecasting MFA...
[2025-10-11T14:12:37.290088] [INFO ] [sig       ] Generating forecast for: MFA
[2025-10-11T14:12:37.290120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-10-11T14:12:37.298870] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFA'.
[2025-10-11T14:12:37.299185] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-10-11T14:12:37.323999] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:37.324731] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-10-11T14:12:37.324788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:37.324821] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:37.324849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:37.324906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:37.348170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:37.349199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:37.349293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:37.349351] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:37.392283] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:37.392476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:37.392522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:37.392552] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:37.396377] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=50.30%)
[2025-10-11T14:12:37.396755] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-10-11T14:12:37.396916] [INFO ] [sig       ] MFA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:37.541446] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MFA.txt
[2025-10-11T14:12:37.541728] [INFO ] [sig       ] [1160/1823] Completed MFA in 0.3s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:37.541790] [INFO ] [sig       ] [1161/1823] Forecasting MFAN...
[2025-10-11T14:12:37.541824] [INFO ] [sig       ] Generating forecast for: MFAN
[2025-10-11T14:12:37.541861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFAN' from 'https://tdm.silogroup.org/data/derivative_storage/MFAN.csv'.
[2025-10-11T14:12:37.550410] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MFAN'.
[2025-10-11T14:12:37.550702] [INFO ] [FORECASTER] Starting predict_future for MFAN
[2025-10-11T14:12:37.575913] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:37.576679] [DEBUG] [LOCAL     ] No optimal features file found for MFAN: ./output/feature-sets/MFAN.txt
[2025-10-11T14:12:37.576761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:37.576797] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:37.576827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:37.576885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:37.593713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:37.594306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:37.594392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:37.594426] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:37.628896] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:37.629003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:37.629042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:37.629071] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:37.632225] [DEBUG] [FORECASTER] MFAN: Forecast T+1@11:T+2@11: UP (p=56.80%)
[2025-10-11T14:12:37.632482] [INFO ] [FORECASTER] Completed predict_future for MFAN
[2025-10-11T14:12:37.632624] [INFO ] [sig       ] MFAN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:37.773054] [INFO ] [LOCAL     ] Saved forecast: MFAN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MFAN.txt
[2025-10-11T14:12:37.773346] [INFO ] [sig       ] [1161/1823] Completed MFAN in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:37.773396] [INFO ] [sig       ] [1162/1823] Forecasting MFAO...
[2025-10-11T14:12:37.773428] [INFO ] [sig       ] Generating forecast for: MFAO
[2025-10-11T14:12:37.773459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFAO' from 'https://tdm.silogroup.org/data/derivative_storage/MFAO.csv'.
[2025-10-11T14:12:37.781923] [DEBUG] [REMOTE    ] Successfully parsed 1814 rows of historical data for symbol 'MFAO'.
[2025-10-11T14:12:37.782179] [INFO ] [FORECASTER] Starting predict_future for MFAO
[2025-10-11T14:12:37.807204] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:37.807957] [DEBUG] [LOCAL     ] No optimal features file found for MFAO: ./output/feature-sets/MFAO.txt
[2025-10-11T14:12:37.808019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:37.808052] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:37.808079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:37.808135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:37.825192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:37.825858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:37.825950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:37.825983] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:37.861139] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:37.861290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:37.861330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:37.861359] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:37.864798] [DEBUG] [FORECASTER] MFAO: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2025-10-11T14:12:37.865081] [INFO ] [FORECASTER] Completed predict_future for MFAO
[2025-10-11T14:12:37.865223] [INFO ] [sig       ] MFAO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:38.007416] [INFO ] [LOCAL     ] Saved forecast: MFAO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MFAO.txt
[2025-10-11T14:12:38.007679] [INFO ] [sig       ] [1162/1823] Completed MFAO in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:38.007742] [INFO ] [sig       ] [1163/1823] Forecasting MFC...
[2025-10-11T14:12:38.007775] [INFO ] [sig       ] Generating forecast for: MFC
[2025-10-11T14:12:38.007816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-10-11T14:12:38.016430] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFC'.
[2025-10-11T14:12:38.016765] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-10-11T14:12:38.041618] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:38.042343] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-10-11T14:12:38.042398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:38.042432] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:38.042459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:38.042516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:38.059448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:38.060043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:38.060130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:38.060163] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:38.093119] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:38.093225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:38.093263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:38.093291] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:38.096466] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-10-11T14:12:38.096823] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-10-11T14:12:38.096968] [INFO ] [sig       ] MFC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:38.235722] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MFC.txt
[2025-10-11T14:12:38.235970] [INFO ] [sig       ] [1163/1823] Completed MFC in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:38.236013] [INFO ] [sig       ] [1164/1823] Forecasting MFG...
[2025-10-11T14:12:38.236043] [INFO ] [sig       ] Generating forecast for: MFG
[2025-10-11T14:12:38.236075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-10-11T14:12:38.244809] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFG'.
[2025-10-11T14:12:38.245085] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-10-11T14:12:38.269865] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:38.270556] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-10-11T14:12:38.270611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:38.270664] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:38.270717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:38.270777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:38.287765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:38.288303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:38.288387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:38.288420] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:38.320371] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:38.320490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:38.320529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:38.320558] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:38.323827] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=71.79%)
[2025-10-11T14:12:38.324097] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-10-11T14:12:38.324254] [INFO ] [sig       ] MFG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:38.463714] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MFG.txt
[2025-10-11T14:12:38.463962] [INFO ] [sig       ] [1164/1823] Completed MFG in 0.2s | 4.09 sym/s | Total: 4.7m | ETA: 2.7m
[2025-10-11T14:12:38.464008] [INFO ] [sig       ] [1165/1823] Forecasting MFM...
[2025-10-11T14:12:38.464040] [INFO ] [sig       ] Generating forecast for: MFM
[2025-10-11T14:12:38.464073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-10-11T14:12:38.473545] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MFM'.
[2025-10-11T14:12:38.473941] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-10-11T14:12:38.503054] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:38.503857] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-10-11T14:12:38.503913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:38.503957] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:38.504025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:38.504148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:38.523230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:38.523880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:38.523970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:38.524004] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:38.552604] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:38.552738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:38.552785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:38.552816] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:38.556408] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-10-11T14:12:38.556762] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-10-11T14:12:38.556902] [INFO ] [sig       ] MFM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:38.729387] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MFM.txt
[2025-10-11T14:12:38.729633] [INFO ] [sig       ] [1165/1823] Completed MFM in 0.3s | 4.09 sym/s | Total: 4.8m | ETA: 2.7m
[2025-10-11T14:12:38.729715] [INFO ] [sig       ] [1166/1823] Forecasting MFSG...
[2025-10-11T14:12:38.729754] [INFO ] [sig       ] Generating forecast for: MFSG
[2025-10-11T14:12:38.729787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSG' from 'https://tdm.silogroup.org/data/derivative_storage/MFSG.csv'.
[2025-10-11T14:12:38.739598] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MFSG'.
[2025-10-11T14:12:38.739942] [INFO ] [FORECASTER] Starting predict_future for MFSG
[2025-10-11T14:12:38.768922] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:38.770066] [DEBUG] [LOCAL     ] No optimal features file found for MFSG: ./output/feature-sets/MFSG.txt
[2025-10-11T14:12:38.770131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:38.770193] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:38.770242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:38.770319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:38.793118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:38.793948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:38.794045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:38.794098] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:38.822751] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:38.822904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:38.822960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:38.822992] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:38.826483] [DEBUG] [FORECASTER] MFSG: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-10-11T14:12:38.826824] [INFO ] [FORECASTER] Completed predict_future for MFSG
[2025-10-11T14:12:38.826965] [INFO ] [sig       ] MFSG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:39.001576] [INFO ] [LOCAL     ] Saved forecast: MFSG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MFSG.txt
[2025-10-11T14:12:39.001918] [INFO ] [sig       ] [1166/1823] Completed MFSG in 0.3s | 4.09 sym/s | Total: 4.8m | ETA: 2.7m
[2025-10-11T14:12:39.001996] [INFO ] [sig       ] [1167/1823] Forecasting MFSI...
[2025-10-11T14:12:39.002052] [INFO ] [sig       ] Generating forecast for: MFSI
[2025-10-11T14:12:39.002092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSI' from 'https://tdm.silogroup.org/data/derivative_storage/MFSI.csv'.
[2025-10-11T14:12:39.010945] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MFSI'.
[2025-10-11T14:12:39.011298] [INFO ] [FORECASTER] Starting predict_future for MFSI
[2025-10-11T14:12:39.037198] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:39.038018] [DEBUG] [LOCAL     ] No optimal features file found for MFSI: ./output/feature-sets/MFSI.txt
[2025-10-11T14:12:39.038080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:39.038114] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:39.038142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:39.038202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:39.055402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:39.055996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:39.056081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:39.056115] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:39.087218] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:39.087347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:39.087389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:39.087421] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:39.091185] [DEBUG] [FORECASTER] MFSI: Forecast T+1@11:T+2@11: UP (p=64.81%)
[2025-10-11T14:12:39.091480] [INFO ] [FORECASTER] Completed predict_future for MFSI
[2025-10-11T14:12:39.091623] [INFO ] [sig       ] MFSI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:39.232865] [INFO ] [LOCAL     ] Saved forecast: MFSI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MFSI.txt
[2025-10-11T14:12:39.233102] [INFO ] [sig       ] [1167/1823] Completed MFSI in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.7m
[2025-10-11T14:12:39.233146] [INFO ] [sig       ] [1168/1823] Forecasting MFSV...
[2025-10-11T14:12:39.233177] [INFO ] [sig       ] Generating forecast for: MFSV
[2025-10-11T14:12:39.233209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFSV' from 'https://tdm.silogroup.org/data/derivative_storage/MFSV.csv'.
[2025-10-11T14:12:39.242100] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'MFSV'.
[2025-10-11T14:12:39.242441] [INFO ] [FORECASTER] Starting predict_future for MFSV
[2025-10-11T14:12:39.268140] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:39.268967] [DEBUG] [LOCAL     ] No optimal features file found for MFSV: ./output/feature-sets/MFSV.txt
[2025-10-11T14:12:39.269051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:39.269089] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:39.269181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:39.269292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:39.286409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:39.287068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:39.287156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:39.287190] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:39.320317] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:39.320478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:39.320523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:39.320556] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:39.324543] [DEBUG] [FORECASTER] MFSV: Forecast T+1@11:T+2@11: UP (p=76.24%)
[2025-10-11T14:12:39.324886] [INFO ] [FORECASTER] Completed predict_future for MFSV
[2025-10-11T14:12:39.325043] [INFO ] [sig       ] MFSV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:39.467339] [INFO ] [LOCAL     ] Saved forecast: MFSV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MFSV.txt
[2025-10-11T14:12:39.467591] [INFO ] [sig       ] [1168/1823] Completed MFSV in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.7m
[2025-10-11T14:12:39.467683] [INFO ] [sig       ] [1169/1823] Forecasting MG...
[2025-10-11T14:12:39.467735] [INFO ] [sig       ] Generating forecast for: MG
[2025-10-11T14:12:39.467771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-10-11T14:12:39.476463] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MG'.
[2025-10-11T14:12:39.476868] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-10-11T14:12:39.502216] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:39.502996] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-10-11T14:12:39.503051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:39.503085] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:39.503113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:39.503169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:39.520539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:39.521358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:39.521446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:39.521481] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:39.552764] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:39.552903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:39.552947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:39.552980] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:39.560326] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-10-11T14:12:39.560749] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-10-11T14:12:39.560912] [INFO ] [sig       ] MG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:39.703160] [INFO ] [LOCAL     ] Saved forecast: MG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MG.txt
[2025-10-11T14:12:39.703429] [INFO ] [sig       ] [1169/1823] Completed MG in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.7m
[2025-10-11T14:12:39.703491] [INFO ] [sig       ] [1170/1823] Forecasting MGA...
[2025-10-11T14:12:39.703524] [INFO ] [sig       ] Generating forecast for: MGA
[2025-10-11T14:12:39.703558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-10-11T14:12:39.712396] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGA'.
[2025-10-11T14:12:39.712771] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-10-11T14:12:39.738265] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:39.739083] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-10-11T14:12:39.739140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:39.739174] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:39.739203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:39.739262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:39.756335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:39.757974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:39.758183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:39.758219] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:39.796060] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:39.796144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:39.796183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:39.796212] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:39.799355] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=31.89%)
[2025-10-11T14:12:39.799621] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-10-11T14:12:39.799797] [INFO ] [sig       ] MGA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:39.940177] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MGA.txt
[2025-10-11T14:12:39.940455] [INFO ] [sig       ] [1170/1823] Completed MGA in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.7m
[2025-10-11T14:12:39.940498] [INFO ] [sig       ] [1171/1823] Forecasting MGF...
[2025-10-11T14:12:39.940529] [INFO ] [sig       ] Generating forecast for: MGF
[2025-10-11T14:12:39.940562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'.
[2025-10-11T14:12:39.949757] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MGF'.
[2025-10-11T14:12:39.950030] [INFO ] [FORECASTER] Starting predict_future for MGF
[2025-10-11T14:12:39.975111] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:39.975842] [DEBUG] [LOCAL     ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt
[2025-10-11T14:12:39.975897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:39.975930] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:39.975957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:39.976014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:39.992864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:39.993406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:39.993486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:39.993519] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:40.026742] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:40.026850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:40.026887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:40.026918] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:40.032395] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: DOWN (p=35.58%)
[2025-10-11T14:12:40.032672] [INFO ] [FORECASTER] Completed predict_future for MGF
[2025-10-11T14:12:40.032843] [INFO ] [sig       ] MGF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:40.172814] [INFO ] [LOCAL     ] Saved forecast: MGF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MGF.txt
[2025-10-11T14:12:40.173045] [INFO ] [sig       ] [1171/1823] Completed MGF in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.7m
[2025-10-11T14:12:40.173088] [INFO ] [sig       ] [1172/1823] Forecasting MGM...
[2025-10-11T14:12:40.173118] [INFO ] [sig       ] Generating forecast for: MGM
[2025-10-11T14:12:40.173149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-10-11T14:12:40.181756] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGM'.
[2025-10-11T14:12:40.182036] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-10-11T14:12:40.206928] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:40.207695] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-10-11T14:12:40.207752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:40.207785] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:40.207812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:40.207868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:40.224672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:40.225207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:40.225285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:40.225318] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:40.260078] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:40.260159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:40.260196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:40.260224] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:40.263253] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-10-11T14:12:40.263506] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-10-11T14:12:40.263637] [INFO ] [sig       ] MGM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:40.404330] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MGM.txt
[2025-10-11T14:12:40.404537] [INFO ] [sig       ] [1172/1823] Completed MGM in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.7m
[2025-10-11T14:12:40.404580] [INFO ] [sig       ] [1173/1823] Forecasting MGR...
[2025-10-11T14:12:40.404611] [INFO ] [sig       ] Generating forecast for: MGR
[2025-10-11T14:12:40.404662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'.
[2025-10-11T14:12:40.413253] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGR'.
[2025-10-11T14:12:40.413536] [INFO ] [FORECASTER] Starting predict_future for MGR
[2025-10-11T14:12:40.438497] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:40.439226] [DEBUG] [LOCAL     ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt
[2025-10-11T14:12:40.439280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:40.439313] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:40.439341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:40.439398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:40.456346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:40.456938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:40.457018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:40.457053] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:40.501135] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:40.502025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:40.502090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:40.502143] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:40.505517] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-10-11T14:12:40.505815] [INFO ] [FORECASTER] Completed predict_future for MGR
[2025-10-11T14:12:40.505981] [INFO ] [sig       ] MGR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:40.647163] [INFO ] [LOCAL     ] Saved forecast: MGR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MGR.txt
[2025-10-11T14:12:40.647385] [INFO ] [sig       ] [1173/1823] Completed MGR in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:40.647430] [INFO ] [sig       ] [1174/1823] Forecasting MGRB...
[2025-10-11T14:12:40.647460] [INFO ] [sig       ] Generating forecast for: MGRB
[2025-10-11T14:12:40.647491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'.
[2025-10-11T14:12:40.658141] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGRB'.
[2025-10-11T14:12:40.658441] [INFO ] [FORECASTER] Starting predict_future for MGRB
[2025-10-11T14:12:40.683356] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:40.684123] [DEBUG] [LOCAL     ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt
[2025-10-11T14:12:40.684178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:40.684211] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:40.684239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:40.684295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:40.701145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:40.701738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:40.701832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:40.701885] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:40.738403] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:40.738489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:40.738526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:40.738556] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:40.741736] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-10-11T14:12:40.741991] [INFO ] [FORECASTER] Completed predict_future for MGRB
[2025-10-11T14:12:40.742123] [INFO ] [sig       ] MGRB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:40.882031] [INFO ] [LOCAL     ] Saved forecast: MGRB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MGRB.txt
[2025-10-11T14:12:40.882235] [INFO ] [sig       ] [1174/1823] Completed MGRB in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:40.882277] [INFO ] [sig       ] [1175/1823] Forecasting MGRD...
[2025-10-11T14:12:40.882308] [INFO ] [sig       ] Generating forecast for: MGRD
[2025-10-11T14:12:40.882340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'.
[2025-10-11T14:12:40.891033] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGRD'.
[2025-10-11T14:12:40.891305] [INFO ] [FORECASTER] Starting predict_future for MGRD
[2025-10-11T14:12:40.916969] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:40.917732] [DEBUG] [LOCAL     ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt
[2025-10-11T14:12:40.917788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:40.917883] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:40.917932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:40.917993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:40.934984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:40.935526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:40.935605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:40.935638] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:40.974849] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:40.974949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:40.974985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:40.975015] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:40.978256] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2025-10-11T14:12:40.978517] [INFO ] [FORECASTER] Completed predict_future for MGRD
[2025-10-11T14:12:40.978679] [INFO ] [sig       ] MGRD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:41.117176] [INFO ] [LOCAL     ] Saved forecast: MGRD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MGRD.txt
[2025-10-11T14:12:41.117394] [INFO ] [sig       ] [1175/1823] Completed MGRD in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:41.117436] [INFO ] [sig       ] [1176/1823] Forecasting MGRE...
[2025-10-11T14:12:41.117467] [INFO ] [sig       ] Generating forecast for: MGRE
[2025-10-11T14:12:41.117499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRE' from 'https://tdm.silogroup.org/data/derivative_storage/MGRE.csv'.
[2025-10-11T14:12:41.125845] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGRE'.
[2025-10-11T14:12:41.126116] [INFO ] [FORECASTER] Starting predict_future for MGRE
[2025-10-11T14:12:41.150995] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:41.151686] [DEBUG] [LOCAL     ] No optimal features file found for MGRE: ./output/feature-sets/MGRE.txt
[2025-10-11T14:12:41.151743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:41.151776] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:41.151803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:41.151859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:41.169220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:41.169814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:41.169903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:41.169963] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:41.207848] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:41.207928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:41.207968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:41.207997] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:41.211037] [DEBUG] [FORECASTER] MGRE: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2025-10-11T14:12:41.211289] [INFO ] [FORECASTER] Completed predict_future for MGRE
[2025-10-11T14:12:41.211425] [INFO ] [sig       ] MGRE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:41.352227] [INFO ] [LOCAL     ] Saved forecast: MGRE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MGRE.txt
[2025-10-11T14:12:41.352442] [INFO ] [sig       ] [1176/1823] Completed MGRE in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:41.352485] [INFO ] [sig       ] [1177/1823] Forecasting MGY...
[2025-10-11T14:12:41.352515] [INFO ] [sig       ] Generating forecast for: MGY
[2025-10-11T14:12:41.352546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-10-11T14:12:41.361699] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MGY'.
[2025-10-11T14:12:41.361964] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-10-11T14:12:41.386926] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:41.387607] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-10-11T14:12:41.387688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:41.387734] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:41.387763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:41.387824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:41.404856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:41.405389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:41.405469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:41.405502] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:41.441900] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:41.441991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:41.442027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:41.442055] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:41.445211] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-10-11T14:12:41.445462] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-10-11T14:12:41.445595] [INFO ] [sig       ] MGY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:41.584782] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MGY.txt
[2025-10-11T14:12:41.584998] [INFO ] [sig       ] [1177/1823] Completed MGY in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:41.585041] [INFO ] [sig       ] [1178/1823] Forecasting MHD...
[2025-10-11T14:12:41.585071] [INFO ] [sig       ] Generating forecast for: MHD
[2025-10-11T14:12:41.585103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-10-11T14:12:41.593901] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHD'.
[2025-10-11T14:12:41.594189] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-10-11T14:12:41.619085] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:41.619832] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-10-11T14:12:41.619886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:41.619918] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:41.619946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:41.620003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:41.637269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:41.637854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:41.637935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:41.637972] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:41.670689] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:41.670784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:41.670821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:41.670849] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:41.675589] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=44.97%)
[2025-10-11T14:12:41.675890] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-10-11T14:12:41.676048] [INFO ] [sig       ] MHD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:41.817397] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MHD.txt
[2025-10-11T14:12:41.817636] [INFO ] [sig       ] [1178/1823] Completed MHD in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:41.817725] [INFO ] [sig       ] [1179/1823] Forecasting MHF...
[2025-10-11T14:12:41.817761] [INFO ] [sig       ] Generating forecast for: MHF
[2025-10-11T14:12:41.817793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-10-11T14:12:41.826285] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHF'.
[2025-10-11T14:12:41.826567] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-10-11T14:12:41.852217] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:41.852946] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-10-11T14:12:41.853005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:41.853038] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:41.853065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:41.853122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:41.871077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:41.871666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:41.871755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:41.871791] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:41.904635] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:41.904742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:41.904781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:41.904809] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:41.908074] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=28.51%)
[2025-10-11T14:12:41.908480] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-10-11T14:12:41.908726] [INFO ] [sig       ] MHF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:42.050777] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MHF.txt
[2025-10-11T14:12:42.051065] [INFO ] [sig       ] [1179/1823] Completed MHF in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:42.051139] [INFO ] [sig       ] [1180/1823] Forecasting MHK...
[2025-10-11T14:12:42.051178] [INFO ] [sig       ] Generating forecast for: MHK
[2025-10-11T14:12:42.051213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-10-11T14:12:42.060347] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHK'.
[2025-10-11T14:12:42.060624] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-10-11T14:12:42.090739] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:42.091499] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-10-11T14:12:42.091561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:42.091596] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:42.091626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:42.091717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:42.110010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:42.110580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:42.110704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:42.110760] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:42.145495] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:42.145587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:42.145624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:42.145687] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:42.148996] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2025-10-11T14:12:42.149256] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-10-11T14:12:42.149418] [INFO ] [sig       ] MHK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:42.291931] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MHK.txt
[2025-10-11T14:12:42.292171] [INFO ] [sig       ] [1180/1823] Completed MHK in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:42.292232] [INFO ] [sig       ] [1181/1823] Forecasting MHN...
[2025-10-11T14:12:42.292266] [INFO ] [sig       ] Generating forecast for: MHN
[2025-10-11T14:12:42.292316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-10-11T14:12:42.302014] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHN'.
[2025-10-11T14:12:42.302381] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-10-11T14:12:42.328172] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:42.328914] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-10-11T14:12:42.328982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:42.329067] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:42.329105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:42.329167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:42.346291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:42.346972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:42.347059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:42.347093] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:42.382985] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:42.383071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:42.383108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:42.383137] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:42.386295] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: UP (p=54.47%)
[2025-10-11T14:12:42.386549] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-10-11T14:12:42.386786] [INFO ] [sig       ] MHN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:42.531352] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MHN.txt
[2025-10-11T14:12:42.531595] [INFO ] [sig       ] [1181/1823] Completed MHN in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:42.531638] [INFO ] [sig       ] [1182/1823] Forecasting MHO...
[2025-10-11T14:12:42.531715] [INFO ] [sig       ] Generating forecast for: MHO
[2025-10-11T14:12:42.531754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-10-11T14:12:42.540620] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MHO'.
[2025-10-11T14:12:42.540984] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-10-11T14:12:42.566120] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:42.566920] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-10-11T14:12:42.566975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:42.567023] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:42.567052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:42.567109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:42.584116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:42.584683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:42.584771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:42.584805] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:42.624277] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:42.624464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:42.624508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:42.624537] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:42.628212] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-10-11T14:12:42.628487] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-10-11T14:12:42.628632] [INFO ] [sig       ] MHO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:42.770428] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MHO.txt
[2025-10-11T14:12:42.770698] [INFO ] [sig       ] [1182/1823] Completed MHO in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:42.770760] [INFO ] [sig       ] [1183/1823] Forecasting MIN...
[2025-10-11T14:12:42.770793] [INFO ] [sig       ] Generating forecast for: MIN
[2025-10-11T14:12:42.770825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'.
[2025-10-11T14:12:42.779413] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MIN'.
[2025-10-11T14:12:42.779703] [INFO ] [FORECASTER] Starting predict_future for MIN
[2025-10-11T14:12:42.804808] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:42.805511] [DEBUG] [LOCAL     ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt
[2025-10-11T14:12:42.805565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:42.805599] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:42.805627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:42.805723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:42.823078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:42.823759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:42.823843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:42.823877] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:42.859725] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:42.859823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:42.859860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:42.859888] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:42.862987] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: DOWN (p=17.47%)
[2025-10-11T14:12:42.863243] [INFO ] [FORECASTER] Completed predict_future for MIN
[2025-10-11T14:12:42.863376] [INFO ] [sig       ] MIN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:43.003343] [INFO ] [LOCAL     ] Saved forecast: MIN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MIN.txt
[2025-10-11T14:12:43.003571] [INFO ] [sig       ] [1183/1823] Completed MIN in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:43.003614] [INFO ] [sig       ] [1184/1823] Forecasting MITP...
[2025-10-11T14:12:43.003673] [INFO ] [sig       ] Generating forecast for: MITP
[2025-10-11T14:12:43.003729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITP' from 'https://tdm.silogroup.org/data/derivative_storage/MITP.csv'.
[2025-10-11T14:12:43.011482] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'MITP'.
[2025-10-11T14:12:43.011761] [INFO ] [FORECASTER] Starting predict_future for MITP
[2025-10-11T14:12:43.036603] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:43.037331] [DEBUG] [LOCAL     ] No optimal features file found for MITP: ./output/feature-sets/MITP.txt
[2025-10-11T14:12:43.037387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:43.037421] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:43.037448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:43.037506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:43.054409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:43.054988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:43.055071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:43.055104] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:43.094989] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:43.095129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:43.095191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:43.095245] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:43.098915] [DEBUG] [FORECASTER] MITP: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2025-10-11T14:12:43.099252] [INFO ] [FORECASTER] Completed predict_future for MITP
[2025-10-11T14:12:43.099397] [INFO ] [sig       ] MITP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:43.238863] [INFO ] [LOCAL     ] Saved forecast: MITP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MITP.txt
[2025-10-11T14:12:43.239137] [INFO ] [sig       ] [1184/1823] Completed MITP in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:43.239197] [INFO ] [sig       ] [1185/1823] Forecasting MITT...
[2025-10-11T14:12:43.239230] [INFO ] [sig       ] Generating forecast for: MITT
[2025-10-11T14:12:43.239262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'.
[2025-10-11T14:12:43.248661] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MITT'.
[2025-10-11T14:12:43.248943] [INFO ] [FORECASTER] Starting predict_future for MITT
[2025-10-11T14:12:43.274198] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:43.274926] [DEBUG] [LOCAL     ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt
[2025-10-11T14:12:43.274987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:43.275021] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:43.275048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:43.275105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:43.292042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:43.292704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:43.292788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:43.292822] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:43.327981] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:43.328064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:43.328100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:43.328127] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:43.331169] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-10-11T14:12:43.331418] [INFO ] [FORECASTER] Completed predict_future for MITT
[2025-10-11T14:12:43.331563] [INFO ] [sig       ] MITT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:43.472011] [INFO ] [LOCAL     ] Saved forecast: MITT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MITT.txt
[2025-10-11T14:12:43.472209] [INFO ] [sig       ] [1185/1823] Completed MITT in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:43.472251] [INFO ] [sig       ] [1186/1823] Forecasting MIY...
[2025-10-11T14:12:43.472282] [INFO ] [sig       ] Generating forecast for: MIY
[2025-10-11T14:12:43.472314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-10-11T14:12:43.480935] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MIY'.
[2025-10-11T14:12:43.481247] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-10-11T14:12:43.506448] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:43.507241] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-10-11T14:12:43.507295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:43.507328] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:43.507356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:43.507417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:43.524556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:43.525156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:43.525239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:43.525272] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:43.561039] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:43.561141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:43.561177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:43.561206] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:43.564302] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-10-11T14:12:43.564556] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-10-11T14:12:43.564722] [INFO ] [sig       ] MIY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:43.704711] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MIY.txt
[2025-10-11T14:12:43.704951] [INFO ] [sig       ] [1186/1823] Completed MIY in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:43.704995] [INFO ] [sig       ] [1187/1823] Forecasting MKC...
[2025-10-11T14:12:43.705026] [INFO ] [sig       ] Generating forecast for: MKC
[2025-10-11T14:12:43.705059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-10-11T14:12:43.714226] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MKC'.
[2025-10-11T14:12:43.714562] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-10-11T14:12:43.739569] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:43.740280] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-10-11T14:12:43.740335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:43.740369] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:43.740397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:43.740459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:43.757410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:43.757985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:43.758067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:43.758101] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:43.791928] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:43.792033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:43.792071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:43.792099] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:43.795140] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-10-11T14:12:43.795390] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-10-11T14:12:43.795551] [INFO ] [sig       ] MKC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:43.942491] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MKC.txt
[2025-10-11T14:12:43.942800] [INFO ] [sig       ] [1187/1823] Completed MKC in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:43.942864] [INFO ] [sig       ] [1188/1823] Forecasting MKL...
[2025-10-11T14:12:43.942898] [INFO ] [sig       ] Generating forecast for: MKL
[2025-10-11T14:12:43.942931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-10-11T14:12:43.952838] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MKL'.
[2025-10-11T14:12:43.953169] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-10-11T14:12:43.978827] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:43.979500] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-10-11T14:12:43.979554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:43.979587] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:43.979615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:43.979699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:43.997136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:43.997764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:43.997858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:43.997912] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:44.032636] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:44.032754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:44.032792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:44.032821] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:44.035933] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-10-11T14:12:44.036194] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-10-11T14:12:44.036347] [INFO ] [sig       ] MKL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:44.177793] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MKL.txt
[2025-10-11T14:12:44.178022] [INFO ] [sig       ] [1188/1823] Completed MKL in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:44.178067] [INFO ] [sig       ] [1189/1823] Forecasting MLI...
[2025-10-11T14:12:44.178097] [INFO ] [sig       ] Generating forecast for: MLI
[2025-10-11T14:12:44.178128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-10-11T14:12:44.186379] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MLI'.
[2025-10-11T14:12:44.186697] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-10-11T14:12:44.211575] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:44.212286] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-10-11T14:12:44.212340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:44.212387] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:44.212423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:44.212481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:44.229483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:44.230141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:44.230226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:44.230259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:44.267730] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:44.267921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:44.267966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:44.267997] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:44.271532] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-10-11T14:12:44.271842] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-10-11T14:12:44.271984] [INFO ] [sig       ] MLI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:44.412194] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MLI.txt
[2025-10-11T14:12:44.412459] [INFO ] [sig       ] [1189/1823] Completed MLI in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:44.412504] [INFO ] [sig       ] [1190/1823] Forecasting MLM...
[2025-10-11T14:12:44.412535] [INFO ] [sig       ] Generating forecast for: MLM
[2025-10-11T14:12:44.412568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-10-11T14:12:44.421954] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MLM'.
[2025-10-11T14:12:44.422309] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-10-11T14:12:44.447425] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:44.448179] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-10-11T14:12:44.448233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:44.448267] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:44.448295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:44.448352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:44.465226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:44.465803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:44.465889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:44.465923] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:44.501722] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:44.501809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:44.501845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:44.501872] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:44.504914] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-10-11T14:12:44.505172] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-10-11T14:12:44.505305] [INFO ] [sig       ] MLM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:44.644558] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MLM.txt
[2025-10-11T14:12:44.644829] [INFO ] [sig       ] [1190/1823] Completed MLM in 0.2s | 4.09 sym/s | Total: 4.8m | ETA: 2.6m
[2025-10-11T14:12:44.644891] [INFO ] [sig       ] [1191/1823] Forecasting MLNK...
[2025-10-11T14:12:44.644924] [INFO ] [sig       ] Generating forecast for: MLNK
[2025-10-11T14:12:44.645004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLNK' from 'https://tdm.silogroup.org/data/derivative_storage/MLNK.csv'.
[2025-10-11T14:12:44.654334] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MLNK'.
[2025-10-11T14:12:44.654704] [INFO ] [FORECASTER] Starting predict_future for MLNK
[2025-10-11T14:12:44.681579] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:44.682453] [DEBUG] [LOCAL     ] No optimal features file found for MLNK: ./output/feature-sets/MLNK.txt
[2025-10-11T14:12:44.682511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:44.682548] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:44.682577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:44.682637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:44.700114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:44.700823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:44.700910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:44.700945] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:44.737721] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:44.737935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:44.737981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:44.738013] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:44.741707] [DEBUG] [FORECASTER] MLNK: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2025-10-11T14:12:44.742002] [INFO ] [FORECASTER] Completed predict_future for MLNK
[2025-10-11T14:12:44.742160] [INFO ] [sig       ] MLNK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:44.891181] [INFO ] [LOCAL     ] Saved forecast: MLNK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MLNK.txt
[2025-10-11T14:12:44.891430] [INFO ] [sig       ] [1191/1823] Completed MLNK in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.6m
[2025-10-11T14:12:44.891474] [INFO ] [sig       ] [1192/1823] Forecasting MLP...
[2025-10-11T14:12:44.891528] [INFO ] [sig       ] Generating forecast for: MLP
[2025-10-11T14:12:44.891588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-10-11T14:12:44.901826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MLP'.
[2025-10-11T14:12:44.902174] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-10-11T14:12:44.928802] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:44.929583] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-10-11T14:12:44.929638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:44.929715] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:44.929749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:44.929807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:44.947277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:44.948005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:44.948116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:44.948175] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:44.982359] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:44.982448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:44.982485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:44.982515] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:44.985764] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-10-11T14:12:44.986027] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-10-11T14:12:44.986163] [INFO ] [sig       ] MLP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:45.129708] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MLP.txt
[2025-10-11T14:12:45.129965] [INFO ] [sig       ] [1192/1823] Completed MLP in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.6m
[2025-10-11T14:12:45.130019] [INFO ] [sig       ] [1193/1823] Forecasting MLR...
[2025-10-11T14:12:45.130056] [INFO ] [sig       ] Generating forecast for: MLR
[2025-10-11T14:12:45.130096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'.
[2025-10-11T14:12:45.139242] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MLR'.
[2025-10-11T14:12:45.139573] [INFO ] [FORECASTER] Starting predict_future for MLR
[2025-10-11T14:12:45.164864] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:45.165596] [DEBUG] [LOCAL     ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt
[2025-10-11T14:12:45.165675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:45.165728] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:45.165760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:45.165818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:45.183775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:45.184337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:45.184419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:45.184452] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:45.222024] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:45.222173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:45.222217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:45.222249] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:45.225725] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: UP (p=57.76%)
[2025-10-11T14:12:45.225996] [INFO ] [FORECASTER] Completed predict_future for MLR
[2025-10-11T14:12:45.226166] [INFO ] [sig       ] MLR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:45.366800] [INFO ] [LOCAL     ] Saved forecast: MLR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MLR.txt
[2025-10-11T14:12:45.367008] [INFO ] [sig       ] [1193/1823] Completed MLR in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.6m
[2025-10-11T14:12:45.367051] [INFO ] [sig       ] [1194/1823] Forecasting MMC...
[2025-10-11T14:12:45.367082] [INFO ] [sig       ] Generating forecast for: MMC
[2025-10-11T14:12:45.367114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-10-11T14:12:45.376356] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMC'.
[2025-10-11T14:12:45.376777] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-10-11T14:12:45.402047] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:45.402767] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-10-11T14:12:45.402856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:45.402897] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:45.402927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:45.402984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:45.420058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:45.420611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:45.420719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:45.420763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:45.457091] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:45.457212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:45.457250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:45.457279] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:45.460466] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-10-11T14:12:45.460775] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-10-11T14:12:45.460919] [INFO ] [sig       ] MMC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:45.600900] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MMC.txt
[2025-10-11T14:12:45.601151] [INFO ] [sig       ] [1194/1823] Completed MMC in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.6m
[2025-10-11T14:12:45.601199] [INFO ] [sig       ] [1195/1823] Forecasting MMD...
[2025-10-11T14:12:45.601230] [INFO ] [sig       ] Generating forecast for: MMD
[2025-10-11T14:12:45.601262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-10-11T14:12:45.610237] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMD'.
[2025-10-11T14:12:45.610510] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-10-11T14:12:45.635583] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:45.636285] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-10-11T14:12:45.636338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:45.636371] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:45.636399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:45.636456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:45.657897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:45.658878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:45.658986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:45.659040] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:45.694203] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:45.694303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:45.694353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:45.694384] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:45.697595] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-10-11T14:12:45.697881] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-10-11T14:12:45.698019] [INFO ] [sig       ] MMD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:45.838500] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MMD.txt
[2025-10-11T14:12:45.838792] [INFO ] [sig       ] [1195/1823] Completed MMD in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.6m
[2025-10-11T14:12:45.838855] [INFO ] [sig       ] [1196/1823] Forecasting MMI...
[2025-10-11T14:12:45.838889] [INFO ] [sig       ] Generating forecast for: MMI
[2025-10-11T14:12:45.838921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'.
[2025-10-11T14:12:45.848711] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMI'.
[2025-10-11T14:12:45.849006] [INFO ] [FORECASTER] Starting predict_future for MMI
[2025-10-11T14:12:45.874358] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:45.875117] [DEBUG] [LOCAL     ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt
[2025-10-11T14:12:45.875172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:45.875207] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:45.875250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:45.875309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:45.892274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:45.892877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:45.892963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:45.892996] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:45.928775] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:45.928858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:45.928894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:45.928921] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:45.931935] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-10-11T14:12:45.932184] [INFO ] [FORECASTER] Completed predict_future for MMI
[2025-10-11T14:12:45.932323] [INFO ] [sig       ] MMI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:46.070992] [INFO ] [LOCAL     ] Saved forecast: MMI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MMI.txt
[2025-10-11T14:12:46.071223] [INFO ] [sig       ] [1196/1823] Completed MMI in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.6m
[2025-10-11T14:12:46.071265] [INFO ] [sig       ] [1197/1823] Forecasting MMM...
[2025-10-11T14:12:46.071296] [INFO ] [sig       ] Generating forecast for: MMM
[2025-10-11T14:12:46.071327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMM' from 'https://tdm.silogroup.org/data/derivative_storage/MMM.csv'.
[2025-10-11T14:12:46.080972] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMM'.
[2025-10-11T14:12:46.081334] [INFO ] [FORECASTER] Starting predict_future for MMM
[2025-10-11T14:12:46.106542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:46.107341] [DEBUG] [LOCAL     ] No optimal features file found for MMM: ./output/feature-sets/MMM.txt
[2025-10-11T14:12:46.107397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:46.107430] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:46.107460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:46.107517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:46.124697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:46.125250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:46.125370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:46.125409] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:46.161678] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:46.161806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:46.161847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:46.161875] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:46.165133] [DEBUG] [FORECASTER] MMM: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-10-11T14:12:46.165397] [INFO ] [FORECASTER] Completed predict_future for MMM
[2025-10-11T14:12:46.165539] [INFO ] [sig       ] MMM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:46.305802] [INFO ] [LOCAL     ] Saved forecast: MMM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MMM.txt
[2025-10-11T14:12:46.306072] [INFO ] [sig       ] [1197/1823] Completed MMM in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.6m
[2025-10-11T14:12:46.306117] [INFO ] [sig       ] [1198/1823] Forecasting MMS...
[2025-10-11T14:12:46.306148] [INFO ] [sig       ] Generating forecast for: MMS
[2025-10-11T14:12:46.306179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-10-11T14:12:46.315860] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMS'.
[2025-10-11T14:12:46.316227] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-10-11T14:12:46.342587] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:46.343331] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-10-11T14:12:46.343388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:46.343424] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:46.343453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:46.343512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:46.362451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:46.363074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:46.363159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:46.363194] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:46.402962] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:46.403060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:46.403100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:46.403129] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:46.406448] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-10-11T14:12:46.406792] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-10-11T14:12:46.406946] [INFO ] [sig       ] MMS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:46.555321] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MMS.txt
[2025-10-11T14:12:46.555671] [INFO ] [sig       ] [1198/1823] Completed MMS in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:46.555735] [INFO ] [sig       ] [1199/1823] Forecasting MMT...
[2025-10-11T14:12:46.555772] [INFO ] [sig       ] Generating forecast for: MMT
[2025-10-11T14:12:46.555815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'.
[2025-10-11T14:12:46.565412] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMT'.
[2025-10-11T14:12:46.565767] [INFO ] [FORECASTER] Starting predict_future for MMT
[2025-10-11T14:12:46.592343] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:46.593262] [DEBUG] [LOCAL     ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt
[2025-10-11T14:12:46.593319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:46.593356] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:46.593387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:46.593447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:46.612040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:46.612796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:46.612884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:46.612920] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:46.647926] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:46.648020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:46.648061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:46.648093] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:46.651337] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-10-11T14:12:46.651602] [INFO ] [FORECASTER] Completed predict_future for MMT
[2025-10-11T14:12:46.651778] [INFO ] [sig       ] MMT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:46.901592] [INFO ] [LOCAL     ] Saved forecast: MMT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MMT.txt
[2025-10-11T14:12:46.901908] [INFO ] [sig       ] [1199/1823] Completed MMT in 0.3s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:46.901964] [INFO ] [sig       ] [1200/1823] Forecasting MMU...
[2025-10-11T14:12:46.901996] [INFO ] [sig       ] Generating forecast for: MMU
[2025-10-11T14:12:46.902030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'.
[2025-10-11T14:12:46.910891] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMU'.
[2025-10-11T14:12:46.911243] [INFO ] [FORECASTER] Starting predict_future for MMU
[2025-10-11T14:12:46.936510] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:46.937337] [DEBUG] [LOCAL     ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt
[2025-10-11T14:12:46.937393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:46.937428] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:46.937456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:46.937514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:46.954868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:46.955546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:46.955629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:46.955700] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:46.997551] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:46.997756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:46.997811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:46.997843] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:47.002716] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2025-10-11T14:12:47.003000] [INFO ] [FORECASTER] Completed predict_future for MMU
[2025-10-11T14:12:47.003152] [INFO ] [sig       ] MMU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:47.144578] [INFO ] [LOCAL     ] Saved forecast: MMU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MMU.txt
[2025-10-11T14:12:47.144851] [INFO ] [sig       ] [1200/1823] Completed MMU in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:47.144907] [INFO ] [sig       ] [1201/1823] Forecasting MNR...
[2025-10-11T14:12:47.144941] [INFO ] [sig       ] Generating forecast for: MNR
[2025-10-11T14:12:47.144972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'.
[2025-10-11T14:12:47.154883] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MNR'.
[2025-10-11T14:12:47.155244] [INFO ] [FORECASTER] Starting predict_future for MNR
[2025-10-11T14:12:47.180872] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:47.181583] [DEBUG] [LOCAL     ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt
[2025-10-11T14:12:47.181637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:47.181729] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:47.181788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:47.181852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:47.198781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:47.199316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:47.199396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:47.199430] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:47.236201] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:47.236279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:47.236334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:47.236364] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:47.239436] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-10-11T14:12:47.239716] [INFO ] [FORECASTER] Completed predict_future for MNR
[2025-10-11T14:12:47.239863] [INFO ] [sig       ] MNR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:47.380219] [INFO ] [LOCAL     ] Saved forecast: MNR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MNR.txt
[2025-10-11T14:12:47.380451] [INFO ] [sig       ] [1201/1823] Completed MNR in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:47.380494] [INFO ] [sig       ] [1202/1823] Forecasting MNSO...
[2025-10-11T14:12:47.380523] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-10-11T14:12:47.380555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-10-11T14:12:47.390251] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MNSO'.
[2025-10-11T14:12:47.390638] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-10-11T14:12:47.417421] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:47.418308] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-10-11T14:12:47.418365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:47.418402] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:47.418432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:47.418492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:47.436867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:47.437524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:47.437613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:47.437680] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:47.479408] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:47.479678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:47.479756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:47.479812] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:47.484416] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-10-11T14:12:47.484798] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-10-11T14:12:47.484994] [INFO ] [sig       ] MNSO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:47.628579] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MNSO.txt
[2025-10-11T14:12:47.628971] [INFO ] [sig       ] [1202/1823] Completed MNSO in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:47.629077] [INFO ] [sig       ] [1203/1823] Forecasting MOD...
[2025-10-11T14:12:47.629166] [INFO ] [sig       ] Generating forecast for: MOD
[2025-10-11T14:12:47.629245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-10-11T14:12:47.639823] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MOD'.
[2025-10-11T14:12:47.640176] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-10-11T14:12:47.665761] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:47.666462] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-10-11T14:12:47.666516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:47.666549] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:47.666616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:47.666736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:47.683815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:47.684424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:47.684515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:47.684568] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:47.723550] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:47.723628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:47.723699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:47.723739] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:47.726789] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2025-10-11T14:12:47.727039] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-10-11T14:12:47.727174] [INFO ] [sig       ] MOD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:47.866331] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MOD.txt
[2025-10-11T14:12:47.866567] [INFO ] [sig       ] [1203/1823] Completed MOD in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:47.866692] [INFO ] [sig       ] [1204/1823] Forecasting MODG...
[2025-10-11T14:12:47.866737] [INFO ] [sig       ] Generating forecast for: MODG
[2025-10-11T14:12:47.866770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-10-11T14:12:47.876062] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MODG'.
[2025-10-11T14:12:47.876339] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-10-11T14:12:47.901502] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:47.902212] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-10-11T14:12:47.902266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:47.902299] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:47.902327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:47.902384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:47.920060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:47.920730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:47.920822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:47.920860] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:47.958844] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:47.958963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:47.959000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:47.959028] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:47.962214] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-10-11T14:12:47.962476] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-10-11T14:12:47.962611] [INFO ] [sig       ] MODG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:48.102185] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MODG.txt
[2025-10-11T14:12:48.102402] [INFO ] [sig       ] [1204/1823] Completed MODG in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:48.102444] [INFO ] [sig       ] [1205/1823] Forecasting MOS...
[2025-10-11T14:12:48.102476] [INFO ] [sig       ] Generating forecast for: MOS
[2025-10-11T14:12:48.102508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-10-11T14:12:48.111538] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MOS'.
[2025-10-11T14:12:48.111836] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-10-11T14:12:48.136845] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:48.137553] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-10-11T14:12:48.137608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:48.137660] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:48.137715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:48.137776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:48.154778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:48.155325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:48.155404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:48.155439] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:48.192481] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:48.192564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:48.192600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:48.192628] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:48.195775] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=88.48%)
[2025-10-11T14:12:48.196026] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-10-11T14:12:48.196170] [INFO ] [sig       ] MOS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:48.337349] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MOS.txt
[2025-10-11T14:12:48.337573] [INFO ] [sig       ] [1205/1823] Completed MOS in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:48.337616] [INFO ] [sig       ] [1206/1823] Forecasting MOV...
[2025-10-11T14:12:48.337671] [INFO ] [sig       ] Generating forecast for: MOV
[2025-10-11T14:12:48.337726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'.
[2025-10-11T14:12:48.352002] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MOV'.
[2025-10-11T14:12:48.352421] [INFO ] [FORECASTER] Starting predict_future for MOV
[2025-10-11T14:12:48.378959] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:48.379710] [DEBUG] [LOCAL     ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt
[2025-10-11T14:12:48.379769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:48.379804] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:48.379831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:48.379897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:48.397317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:48.397892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:48.397983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:48.398036] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:48.435031] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:48.435134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:48.435203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:48.435241] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:48.438377] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-10-11T14:12:48.438627] [INFO ] [FORECASTER] Completed predict_future for MOV
[2025-10-11T14:12:48.438812] [INFO ] [sig       ] MOV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:48.579454] [INFO ] [LOCAL     ] Saved forecast: MOV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MOV.txt
[2025-10-11T14:12:48.579743] [INFO ] [sig       ] [1206/1823] Completed MOV in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:48.579803] [INFO ] [sig       ] [1207/1823] Forecasting MP...
[2025-10-11T14:12:48.579837] [INFO ] [sig       ] Generating forecast for: MP
[2025-10-11T14:12:48.579868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-10-11T14:12:48.589552] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MP'.
[2025-10-11T14:12:48.589851] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-10-11T14:12:48.614861] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:48.615561] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-10-11T14:12:48.615614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:48.615674] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:48.615723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:48.615784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:48.632848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:48.633381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:48.633459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:48.633493] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:48.669703] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:48.669788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:48.669824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:48.669852] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:48.673077] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-10-11T14:12:48.673329] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-10-11T14:12:48.673468] [INFO ] [sig       ] MP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:48.813043] [INFO ] [LOCAL     ] Saved forecast: MP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MP.txt
[2025-10-11T14:12:48.813248] [INFO ] [sig       ] [1207/1823] Completed MP in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:48.813290] [INFO ] [sig       ] [1208/1823] Forecasting MPA...
[2025-10-11T14:12:48.813321] [INFO ] [sig       ] Generating forecast for: MPA
[2025-10-11T14:12:48.813353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-10-11T14:12:48.822995] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPA'.
[2025-10-11T14:12:48.823392] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-10-11T14:12:48.849393] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:48.850178] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-10-11T14:12:48.850252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:48.850316] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:48.850354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:48.850414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:48.868148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:48.868788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:48.868875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:48.868910] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:48.905569] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:48.905718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:48.905770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:48.905820] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:48.909226] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=15.58%)
[2025-10-11T14:12:48.909507] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-10-11T14:12:48.909680] [INFO ] [sig       ] MPA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:49.059826] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MPA.txt
[2025-10-11T14:12:49.060092] [INFO ] [sig       ] [1208/1823] Completed MPA in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:49.060137] [INFO ] [sig       ] [1209/1823] Forecasting MPV...
[2025-10-11T14:12:49.060168] [INFO ] [sig       ] Generating forecast for: MPV
[2025-10-11T14:12:49.060201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'.
[2025-10-11T14:12:49.070056] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPV'.
[2025-10-11T14:12:49.070395] [INFO ] [FORECASTER] Starting predict_future for MPV
[2025-10-11T14:12:49.096412] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:49.097215] [DEBUG] [LOCAL     ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt
[2025-10-11T14:12:49.097283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:49.097317] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:49.097346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:49.097404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:49.114615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:49.115202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:49.115282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:49.115316] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:49.153574] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:49.153705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:49.153755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:49.153786] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:49.160639] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-10-11T14:12:49.161091] [INFO ] [FORECASTER] Completed predict_future for MPV
[2025-10-11T14:12:49.161277] [INFO ] [sig       ] MPV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:49.302249] [INFO ] [LOCAL     ] Saved forecast: MPV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MPV.txt
[2025-10-11T14:12:49.302467] [INFO ] [sig       ] [1209/1823] Completed MPV in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:49.302510] [INFO ] [sig       ] [1210/1823] Forecasting MPW...
[2025-10-11T14:12:49.302541] [INFO ] [sig       ] Generating forecast for: MPW
[2025-10-11T14:12:49.302573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'.
[2025-10-11T14:12:49.311891] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPW'.
[2025-10-11T14:12:49.312176] [INFO ] [FORECASTER] Starting predict_future for MPW
[2025-10-11T14:12:49.337499] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:49.338259] [DEBUG] [LOCAL     ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt
[2025-10-11T14:12:49.338314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:49.338347] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:49.338375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:49.338523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:49.355612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:49.356199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:49.356281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:49.356314] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:49.392080] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:49.392244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:49.392286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:49.392315] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:49.395847] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: UP (p=88.15%)
[2025-10-11T14:12:49.396149] [INFO ] [FORECASTER] Completed predict_future for MPW
[2025-10-11T14:12:49.396304] [INFO ] [sig       ] MPW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:49.571129] [INFO ] [LOCAL     ] Saved forecast: MPW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MPW.txt
[2025-10-11T14:12:49.571372] [INFO ] [sig       ] [1210/1823] Completed MPW in 0.3s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:49.571418] [INFO ] [sig       ] [1211/1823] Forecasting MPX...
[2025-10-11T14:12:49.571457] [INFO ] [sig       ] Generating forecast for: MPX
[2025-10-11T14:12:49.571522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-10-11T14:12:49.580817] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPX'.
[2025-10-11T14:12:49.581125] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-10-11T14:12:49.612507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:49.613836] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-10-11T14:12:49.613914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:49.613966] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:49.613998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:49.614133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:49.635774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:49.636542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:49.636698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:49.636773] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:49.671791] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:49.671899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:49.671937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:49.671967] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:49.675591] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-10-11T14:12:49.675997] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-10-11T14:12:49.676191] [INFO ] [sig       ] MPX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:49.849751] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MPX.txt
[2025-10-11T14:12:49.850039] [INFO ] [sig       ] [1211/1823] Completed MPX in 0.3s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:49.850087] [INFO ] [sig       ] [1212/1823] Forecasting MQT...
[2025-10-11T14:12:49.850127] [INFO ] [sig       ] Generating forecast for: MQT
[2025-10-11T14:12:49.850168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'.
[2025-10-11T14:12:49.859435] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MQT'.
[2025-10-11T14:12:49.859820] [INFO ] [FORECASTER] Starting predict_future for MQT
[2025-10-11T14:12:49.890139] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:49.891002] [DEBUG] [LOCAL     ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt
[2025-10-11T14:12:49.891059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:49.891095] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:49.891130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:49.891201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:49.913812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:49.914934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:49.915029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:49.915065] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:49.955982] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:49.956170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:49.956225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:49.956258] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:49.960670] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: DOWN (p=33.95%)
[2025-10-11T14:12:49.960990] [INFO ] [FORECASTER] Completed predict_future for MQT
[2025-10-11T14:12:49.961216] [INFO ] [sig       ] MQT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:50.140663] [INFO ] [LOCAL     ] Saved forecast: MQT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MQT.txt
[2025-10-11T14:12:50.140916] [INFO ] [sig       ] [1212/1823] Completed MQT in 0.3s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:50.140974] [INFO ] [sig       ] [1213/1823] Forecasting MSB...
[2025-10-11T14:12:50.141047] [INFO ] [sig       ] Generating forecast for: MSB
[2025-10-11T14:12:50.141119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-10-11T14:12:50.150975] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSB'.
[2025-10-11T14:12:50.151295] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-10-11T14:12:50.182077] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:50.183039] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-10-11T14:12:50.183113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:50.183162] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:50.183194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:50.183257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:50.207595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:50.208232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:50.208318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:50.208353] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:50.250786] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:50.251020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:50.251613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:50.251708] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:50.257844] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-10-11T14:12:50.258135] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-10-11T14:12:50.258301] [INFO ] [sig       ] MSB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:50.431856] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MSB.txt
[2025-10-11T14:12:50.432094] [INFO ] [sig       ] [1213/1823] Completed MSB in 0.3s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:50.432148] [INFO ] [sig       ] [1214/1823] Forecasting MSD...
[2025-10-11T14:12:50.432207] [INFO ] [sig       ] Generating forecast for: MSD
[2025-10-11T14:12:50.432263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-10-11T14:12:50.441587] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSD'.
[2025-10-11T14:12:50.441941] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-10-11T14:12:50.468863] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:50.469681] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-10-11T14:12:50.469738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:50.469773] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:50.469802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:50.469860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:50.487001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:50.487622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:50.487728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:50.487768] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:50.525658] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:50.525751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:50.525788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:50.525816] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:50.528985] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-10-11T14:12:50.529245] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-10-11T14:12:50.529385] [INFO ] [sig       ] MSD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:50.670745] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MSD.txt
[2025-10-11T14:12:50.670979] [INFO ] [sig       ] [1214/1823] Completed MSD in 0.2s | 4.09 sym/s | Total: 4.9m | ETA: 2.5m
[2025-10-11T14:12:50.671022] [INFO ] [sig       ] [1215/1823] Forecasting MTD...
[2025-10-11T14:12:50.671052] [INFO ] [sig       ] Generating forecast for: MTD
[2025-10-11T14:12:50.671084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-10-11T14:12:50.682377] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTD'.
[2025-10-11T14:12:50.683087] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-10-11T14:12:50.711212] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:50.712247] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-10-11T14:12:50.712310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:50.712347] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:50.712375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:50.712437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:50.730385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:50.731725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:50.731900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:50.731947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:50.784283] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:50.784582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:50.784686] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:50.784791] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:50.789534] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=65.50%)
[2025-10-11T14:12:50.789908] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-10-11T14:12:50.790088] [INFO ] [sig       ] MTD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:50.935907] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MTD.txt
[2025-10-11T14:12:50.936327] [INFO ] [sig       ] [1215/1823] Completed MTD in 0.3s | 4.09 sym/s | Total: 5.0m | ETA: 2.5m
[2025-10-11T14:12:50.936393] [INFO ] [sig       ] [1216/1823] Forecasting MUA...
[2025-10-11T14:12:50.936428] [INFO ] [sig       ] Generating forecast for: MUA
[2025-10-11T14:12:50.936464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-10-11T14:12:50.948459] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUA'.
[2025-10-11T14:12:50.948880] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-10-11T14:12:50.975425] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:50.976325] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-10-11T14:12:50.976381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:50.976417] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:50.976447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:50.976506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:50.994810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:50.995966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:50.996067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:50.996101] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:51.022702] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:51.022867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:51.022913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:51.022942] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:51.027046] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=86.73%)
[2025-10-11T14:12:51.027350] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-10-11T14:12:51.027538] [INFO ] [sig       ] MUA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:51.187594] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MUA.txt
[2025-10-11T14:12:51.187949] [INFO ] [sig       ] [1216/1823] Completed MUA in 0.3s | 4.09 sym/s | Total: 5.0m | ETA: 2.5m
[2025-10-11T14:12:51.188002] [INFO ] [sig       ] [1217/1823] Forecasting MUE...
[2025-10-11T14:12:51.188034] [INFO ] [sig       ] Generating forecast for: MUE
[2025-10-11T14:12:51.188067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-10-11T14:12:51.196261] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUE'.
[2025-10-11T14:12:51.196538] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-10-11T14:12:51.221417] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:51.222140] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-10-11T14:12:51.222195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:51.222228] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:51.222255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:51.222312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:51.239257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:51.239825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:51.239905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:51.239938] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:51.270931] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:51.271139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:51.271227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:51.271301] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:51.275602] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-10-11T14:12:51.275947] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-10-11T14:12:51.276090] [INFO ] [sig       ] MUE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:51.423987] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MUE.txt
[2025-10-11T14:12:51.424222] [INFO ] [sig       ] [1217/1823] Completed MUE in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.5m
[2025-10-11T14:12:51.424266] [INFO ] [sig       ] [1218/1823] Forecasting MVF...
[2025-10-11T14:12:51.424297] [INFO ] [sig       ] Generating forecast for: MVF
[2025-10-11T14:12:51.424329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-10-11T14:12:51.432324] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MVF'.
[2025-10-11T14:12:51.432604] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-10-11T14:12:51.458021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:51.458736] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-10-11T14:12:51.458793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:51.458826] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:51.458854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:51.458910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:51.475682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:51.476217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:51.476297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:51.476330] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:51.501293] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:51.501386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:51.501424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:51.501455] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:51.504608] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-10-11T14:12:51.504897] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-10-11T14:12:51.505030] [INFO ] [sig       ] MVF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:51.644761] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MVF.txt
[2025-10-11T14:12:51.644975] [INFO ] [sig       ] [1218/1823] Completed MVF in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.5m
[2025-10-11T14:12:51.645018] [INFO ] [sig       ] [1219/1823] Forecasting MVT...
[2025-10-11T14:12:51.645049] [INFO ] [sig       ] Generating forecast for: MVT
[2025-10-11T14:12:51.645080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'.
[2025-10-11T14:12:51.654005] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MVT'.
[2025-10-11T14:12:51.654267] [INFO ] [FORECASTER] Starting predict_future for MVT
[2025-10-11T14:12:51.679539] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:51.680286] [DEBUG] [LOCAL     ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt
[2025-10-11T14:12:51.680344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:51.680377] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:51.680405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:51.680461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:51.698053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:51.698610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:51.698721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:51.698765] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:51.740010] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:51.740150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:51.740205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:51.740236] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:51.744040] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-10-11T14:12:51.744339] [INFO ] [FORECASTER] Completed predict_future for MVT
[2025-10-11T14:12:51.744477] [INFO ] [sig       ] MVT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:51.885566] [INFO ] [LOCAL     ] Saved forecast: MVT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MVT.txt
[2025-10-11T14:12:51.885822] [INFO ] [sig       ] [1219/1823] Completed MVT in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.5m
[2025-10-11T14:12:51.885882] [INFO ] [sig       ] [1220/1823] Forecasting MX...
[2025-10-11T14:12:51.885916] [INFO ] [sig       ] Generating forecast for: MX
[2025-10-11T14:12:51.885948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-10-11T14:12:51.897537] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MX'.
[2025-10-11T14:12:51.897904] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-10-11T14:12:51.923502] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:51.924256] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-10-11T14:12:51.924310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:51.924344] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:51.924370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:51.924428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:51.941325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:51.941939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:51.942020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:51.942053] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:51.967782] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:51.967868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:51.967904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:51.967931] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:51.970910] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=50.34%)
[2025-10-11T14:12:51.971159] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-10-11T14:12:51.971284] [INFO ] [sig       ] MX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:52.111180] [INFO ] [LOCAL     ] Saved forecast: MX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MX.txt
[2025-10-11T14:12:52.111431] [INFO ] [sig       ] [1220/1823] Completed MX in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.5m
[2025-10-11T14:12:52.111484] [INFO ] [sig       ] [1221/1823] Forecasting MXF...
[2025-10-11T14:12:52.111518] [INFO ] [sig       ] Generating forecast for: MXF
[2025-10-11T14:12:52.111551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-10-11T14:12:52.121133] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MXF'.
[2025-10-11T14:12:52.121561] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-10-11T14:12:52.146526] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:52.147318] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-10-11T14:12:52.147373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:52.147406] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:52.147434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:52.147491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:52.164242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:52.164831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:52.164918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:52.164951] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:52.206571] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:52.206742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:52.206791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:52.206822] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:52.210231] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-10-11T14:12:52.210501] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-10-11T14:12:52.210667] [INFO ] [sig       ] MXF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:52.349273] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/MXF.txt
[2025-10-11T14:12:52.349538] [INFO ] [sig       ] [1221/1823] Completed MXF in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.5m
[2025-10-11T14:12:52.349582] [INFO ] [sig       ] [1222/1823] Forecasting MYN...
[2025-10-11T14:12:52.349612] [INFO ] [sig       ] Generating forecast for: MYN
[2025-10-11T14:12:52.349670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-10-11T14:12:52.359236] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MYN'.
[2025-10-11T14:12:52.359597] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-10-11T14:12:52.384613] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:52.385357] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-10-11T14:12:52.385413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:52.385447] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:52.385475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:52.385534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:52.402492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:52.403129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:52.403214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:52.403252] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:52.448218] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:52.448366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:52.448404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:52.448433] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:52.451934] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-10-11T14:12:52.452207] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-10-11T14:12:52.452355] [INFO ] [sig       ] MYN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:52.591792] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/MYN.txt
[2025-10-11T14:12:52.592119] [INFO ] [sig       ] [1222/1823] Completed MYN in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:52.592175] [INFO ] [sig       ] [1223/1823] Forecasting NAT...
[2025-10-11T14:12:52.592210] [INFO ] [sig       ] Generating forecast for: NAT
[2025-10-11T14:12:52.592243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'.
[2025-10-11T14:12:52.602972] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAT'.
[2025-10-11T14:12:52.603237] [INFO ] [FORECASTER] Starting predict_future for NAT
[2025-10-11T14:12:52.628876] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:52.629561] [DEBUG] [LOCAL     ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt
[2025-10-11T14:12:52.629616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:52.629677] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:52.629765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:52.629834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:52.647119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:52.647780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:52.647865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:52.647900] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:52.689534] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:52.689662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:52.689722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:52.689753] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:52.692942] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-10-11T14:12:52.693204] [INFO ] [FORECASTER] Completed predict_future for NAT
[2025-10-11T14:12:52.693354] [INFO ] [sig       ] NAT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:52.833035] [INFO ] [LOCAL     ] Saved forecast: NAT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NAT.txt
[2025-10-11T14:12:52.833255] [INFO ] [sig       ] [1223/1823] Completed NAT in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:52.833297] [INFO ] [sig       ] [1224/1823] Forecasting NAZ...
[2025-10-11T14:12:52.833328] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-10-11T14:12:52.833361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-10-11T14:12:52.843302] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAZ'.
[2025-10-11T14:12:52.843668] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-10-11T14:12:52.869018] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:52.869749] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-10-11T14:12:52.869805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:52.869839] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:52.869866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:52.869923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:52.886961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:52.887515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:52.887596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:52.887629] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:52.925805] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:52.925903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:52.925940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:52.925968] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:52.929696] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-10-11T14:12:52.929962] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-10-11T14:12:52.930101] [INFO ] [sig       ] NAZ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:53.071324] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NAZ.txt
[2025-10-11T14:12:53.071566] [INFO ] [sig       ] [1224/1823] Completed NAZ in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:53.071608] [INFO ] [sig       ] [1225/1823] Forecasting NBB...
[2025-10-11T14:12:53.071638] [INFO ] [sig       ] Generating forecast for: NBB
[2025-10-11T14:12:53.071717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-10-11T14:12:53.081220] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NBB'.
[2025-10-11T14:12:53.081576] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-10-11T14:12:53.111724] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:53.112498] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-10-11T14:12:53.112554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:53.112587] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:53.112615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:53.112702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:53.129764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:53.130396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:53.130483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:53.130518] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:53.173588] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:53.173740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:53.173789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:53.173819] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:53.177290] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-10-11T14:12:53.177564] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-10-11T14:12:53.177746] [INFO ] [sig       ] NBB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:53.320127] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NBB.txt
[2025-10-11T14:12:53.320380] [INFO ] [sig       ] [1225/1823] Completed NBB in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:53.320429] [INFO ] [sig       ] [1226/1823] Forecasting NC...
[2025-10-11T14:12:53.320461] [INFO ] [sig       ] Generating forecast for: NC
[2025-10-11T14:12:53.320493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-10-11T14:12:53.330414] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NC'.
[2025-10-11T14:12:53.330796] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-10-11T14:12:53.363445] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:53.364466] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-10-11T14:12:53.364526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:53.364563] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:53.364592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:53.364688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:53.387621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:53.388887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:53.389019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:53.389087] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:53.431178] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:53.431349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:53.431389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:53.431419] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:53.436661] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-10-11T14:12:53.436952] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-10-11T14:12:53.437094] [INFO ] [sig       ] NC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:53.576483] [INFO ] [LOCAL     ] Saved forecast: NC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NC.txt
[2025-10-11T14:12:53.576759] [INFO ] [sig       ] [1226/1823] Completed NC in 0.3s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:53.576837] [INFO ] [sig       ] [1227/1823] Forecasting NCA...
[2025-10-11T14:12:53.576871] [INFO ] [sig       ] Generating forecast for: NCA
[2025-10-11T14:12:53.576905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-10-11T14:12:53.585461] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCA'.
[2025-10-11T14:12:53.585770] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-10-11T14:12:53.611388] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:53.612136] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-10-11T14:12:53.612191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:53.612226] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:53.612255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:53.612313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:53.629772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:53.630307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:53.630387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:53.630420] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:53.670787] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:53.670900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:53.670938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:53.670967] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:53.674231] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-10-11T14:12:53.674510] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-10-11T14:12:53.674676] [INFO ] [sig       ] NCA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:53.815926] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NCA.txt
[2025-10-11T14:12:53.816153] [INFO ] [sig       ] [1227/1823] Completed NCA in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:53.816196] [INFO ] [sig       ] [1228/1823] Forecasting NCV...
[2025-10-11T14:12:53.816235] [INFO ] [sig       ] Generating forecast for: NCV
[2025-10-11T14:12:53.816268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'.
[2025-10-11T14:12:53.825701] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCV'.
[2025-10-11T14:12:53.825978] [INFO ] [FORECASTER] Starting predict_future for NCV
[2025-10-11T14:12:53.851271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:53.852008] [DEBUG] [LOCAL     ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt
[2025-10-11T14:12:53.852064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:53.852098] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:53.852126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:53.852185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:53.873010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:53.873806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:53.873895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:53.873929] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:53.910782] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:53.910879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:53.910916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:53.910944] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:53.914051] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-10-11T14:12:53.914310] [INFO ] [FORECASTER] Completed predict_future for NCV
[2025-10-11T14:12:53.914447] [INFO ] [sig       ] NCV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:54.056705] [INFO ] [LOCAL     ] Saved forecast: NCV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NCV.txt
[2025-10-11T14:12:54.056932] [INFO ] [sig       ] [1228/1823] Completed NCV in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:54.056979] [INFO ] [sig       ] [1229/1823] Forecasting NCZ...
[2025-10-11T14:12:54.057010] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-10-11T14:12:54.057043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-10-11T14:12:54.066521] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCZ'.
[2025-10-11T14:12:54.066826] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-10-11T14:12:54.092404] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:54.093140] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-10-11T14:12:54.093196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:54.093232] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:54.093268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:54.093326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:54.111326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:54.111944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:54.112030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:54.112066] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:54.151628] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:54.151780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:54.151824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:54.151855] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:54.155469] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-10-11T14:12:54.155800] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-10-11T14:12:54.155948] [INFO ] [sig       ] NCZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:54.313841] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NCZ.txt
[2025-10-11T14:12:54.314110] [INFO ] [sig       ] [1229/1823] Completed NCZ in 0.3s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:54.314157] [INFO ] [sig       ] [1230/1823] Forecasting NEXA...
[2025-10-11T14:12:54.314188] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-10-11T14:12:54.314221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-10-11T14:12:54.324040] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEXA'.
[2025-10-11T14:12:54.324512] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-10-11T14:12:54.354323] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:54.355161] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-10-11T14:12:54.355217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:54.355254] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:54.355284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:54.355342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:54.372340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:54.373006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:54.373092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:54.373127] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:54.412740] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:54.412926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:54.412969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:54.413000] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:54.416745] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-10-11T14:12:54.417044] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-10-11T14:12:54.417198] [INFO ] [sig       ] NEXA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:54.563424] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NEXA.txt
[2025-10-11T14:12:54.563665] [INFO ] [sig       ] [1230/1823] Completed NEXA in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:54.563727] [INFO ] [sig       ] [1231/1823] Forecasting NGL...
[2025-10-11T14:12:54.563761] [INFO ] [sig       ] Generating forecast for: NGL
[2025-10-11T14:12:54.563795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-10-11T14:12:54.573194] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGL'.
[2025-10-11T14:12:54.573463] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-10-11T14:12:54.599071] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:54.599788] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-10-11T14:12:54.599843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:54.599875] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:54.599902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:54.599959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:54.618244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:54.618889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:54.618986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:54.619021] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:54.661813] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:54.661921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:54.661957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:54.661985] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:54.665176] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-10-11T14:12:54.665440] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-10-11T14:12:54.665578] [INFO ] [sig       ] NGL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:54.809777] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NGL.txt
[2025-10-11T14:12:54.810015] [INFO ] [sig       ] [1231/1823] Completed NGL in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:54.810078] [INFO ] [sig       ] [1232/1823] Forecasting NGS...
[2025-10-11T14:12:54.810112] [INFO ] [sig       ] Generating forecast for: NGS
[2025-10-11T14:12:54.810146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-10-11T14:12:54.819683] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGS'.
[2025-10-11T14:12:54.819975] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-10-11T14:12:54.845108] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:54.845884] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-10-11T14:12:54.845940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:54.845975] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:54.846004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:54.846063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:54.864558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:54.865167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:54.865252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:54.865293] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:54.908713] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:54.908823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:54.908860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:54.908888] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:54.912072] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-10-11T14:12:54.912333] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-10-11T14:12:54.912471] [INFO ] [sig       ] NGS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:55.053728] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NGS.txt
[2025-10-11T14:12:55.053940] [INFO ] [sig       ] [1232/1823] Completed NGS in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:55.053983] [INFO ] [sig       ] [1233/1823] Forecasting NIE...
[2025-10-11T14:12:55.054014] [INFO ] [sig       ] Generating forecast for: NIE
[2025-10-11T14:12:55.054046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-10-11T14:12:55.063058] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIE'.
[2025-10-11T14:12:55.063322] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-10-11T14:12:55.092161] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:55.092913] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-10-11T14:12:55.092986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:55.093020] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:55.093048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:55.093105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:55.110971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:55.111590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:55.111699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:55.111750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:55.154851] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:55.154945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:55.154982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:55.155010] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:55.158160] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-10-11T14:12:55.158419] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-10-11T14:12:55.158556] [INFO ] [sig       ] NIE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:55.319011] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NIE.txt
[2025-10-11T14:12:55.319265] [INFO ] [sig       ] [1233/1823] Completed NIE in 0.3s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:55.319323] [INFO ] [sig       ] [1234/1823] Forecasting NIM...
[2025-10-11T14:12:55.319378] [INFO ] [sig       ] Generating forecast for: NIM
[2025-10-11T14:12:55.319415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-10-11T14:12:55.328983] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIM'.
[2025-10-11T14:12:55.329454] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-10-11T14:12:55.355127] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:55.355959] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-10-11T14:12:55.356015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:55.356051] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:55.356081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:55.356139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:55.373638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:55.374365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:55.374451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:55.374486] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:55.414692] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:55.414809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:55.414849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:55.414880] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:55.418115] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=29.28%)
[2025-10-11T14:12:55.418379] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-10-11T14:12:55.418520] [INFO ] [sig       ] NIM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:55.559498] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NIM.txt
[2025-10-11T14:12:55.559765] [INFO ] [sig       ] [1234/1823] Completed NIM in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:55.559829] [INFO ] [sig       ] [1235/1823] Forecasting NINE...
[2025-10-11T14:12:55.559864] [INFO ] [sig       ] Generating forecast for: NINE
[2025-10-11T14:12:55.559931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'.
[2025-10-11T14:12:55.569590] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NINE'.
[2025-10-11T14:12:55.569903] [INFO ] [FORECASTER] Starting predict_future for NINE
[2025-10-11T14:12:55.595045] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:55.595813] [DEBUG] [LOCAL     ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt
[2025-10-11T14:12:55.595868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:55.595902] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:55.595931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:55.595989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:55.613314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:55.613909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:55.613988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:55.614021] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:55.655000] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:55.655102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:55.655138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:55.655167] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:55.658496] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2025-10-11T14:12:55.658806] [INFO ] [FORECASTER] Completed predict_future for NINE
[2025-10-11T14:12:55.658972] [INFO ] [sig       ] NINE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:55.804388] [INFO ] [LOCAL     ] Saved forecast: NINE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NINE.txt
[2025-10-11T14:12:55.804661] [INFO ] [sig       ] [1235/1823] Completed NINE in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:55.804722] [INFO ] [sig       ] [1236/1823] Forecasting NIO...
[2025-10-11T14:12:55.804756] [INFO ] [sig       ] Generating forecast for: NIO
[2025-10-11T14:12:55.804788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-10-11T14:12:55.815061] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIO'.
[2025-10-11T14:12:55.815385] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-10-11T14:12:55.841390] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:55.842147] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-10-11T14:12:55.842202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:55.842284] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:55.842323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:55.842384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:55.860242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:55.860864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:55.860950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:55.860985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:55.903957] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:55.904049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:55.904086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:55.904115] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:55.907324] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-10-11T14:12:55.907606] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-10-11T14:12:55.907779] [INFO ] [sig       ] NIO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:56.048220] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NIO.txt
[2025-10-11T14:12:56.048455] [INFO ] [sig       ] [1236/1823] Completed NIO in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:56.048498] [INFO ] [sig       ] [1237/1823] Forecasting NKX...
[2025-10-11T14:12:56.048528] [INFO ] [sig       ] Generating forecast for: NKX
[2025-10-11T14:12:56.048560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-10-11T14:12:56.057676] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NKX'.
[2025-10-11T14:12:56.057956] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-10-11T14:12:56.082842] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:56.083538] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-10-11T14:12:56.083592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:56.083625] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:56.083687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:56.083762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:56.100837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:56.101367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:56.101445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:56.101478] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:56.144694] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:56.144795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:56.144832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:56.144861] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:56.148102] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-10-11T14:12:56.148366] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-10-11T14:12:56.148497] [INFO ] [sig       ] NKX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:56.287391] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NKX.txt
[2025-10-11T14:12:56.287588] [INFO ] [sig       ] [1237/1823] Completed NKX in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:56.287630] [INFO ] [sig       ] [1238/1823] Forecasting NMAI...
[2025-10-11T14:12:56.287698] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-10-11T14:12:56.287743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-10-11T14:12:56.296481] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMAI'.
[2025-10-11T14:12:56.296822] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-10-11T14:12:56.322231] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:56.323006] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-10-11T14:12:56.323062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:56.323097] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:56.323124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:56.323181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:56.340627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:56.341204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:56.341299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:56.341336] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:56.380594] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:56.380755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:56.380804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:56.380836] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:56.384164] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-10-11T14:12:56.384433] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-10-11T14:12:56.384574] [INFO ] [sig       ] NMAI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:56.527361] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NMAI.txt
[2025-10-11T14:12:56.527634] [INFO ] [sig       ] [1238/1823] Completed NMAI in 0.2s | 4.09 sym/s | Total: 5.0m | ETA: 2.4m
[2025-10-11T14:12:56.527720] [INFO ] [sig       ] [1239/1823] Forecasting NMG...
[2025-10-11T14:12:56.527758] [INFO ] [sig       ] Generating forecast for: NMG
[2025-10-11T14:12:56.527792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-10-11T14:12:56.537276] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMG'.
[2025-10-11T14:12:56.537621] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-10-11T14:12:56.562743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:56.563443] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-10-11T14:12:56.563498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:56.563531] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:56.563559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:56.563616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:56.580701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:56.581285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:56.581367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:56.581400] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:56.624569] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:56.624702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:56.624753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:56.624784] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:56.627995] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=25.83%)
[2025-10-11T14:12:56.628259] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-10-11T14:12:56.628402] [INFO ] [sig       ] NMG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:56.770781] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NMG.txt
[2025-10-11T14:12:56.771041] [INFO ] [sig       ] [1239/1823] Completed NMG in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.4m
[2025-10-11T14:12:56.771085] [INFO ] [sig       ] [1240/1823] Forecasting NMI...
[2025-10-11T14:12:56.771116] [INFO ] [sig       ] Generating forecast for: NMI
[2025-10-11T14:12:56.771149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-10-11T14:12:56.780027] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMI'.
[2025-10-11T14:12:56.780316] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-10-11T14:12:56.805474] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:56.806229] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-10-11T14:12:56.806299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:56.806334] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:56.806362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:56.806419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:56.823484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:56.824069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:56.824166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:56.824220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:56.865729] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:56.865841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:56.865879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:56.865907] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:56.869149] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2025-10-11T14:12:56.869420] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-10-11T14:12:56.869672] [INFO ] [sig       ] NMI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:57.010064] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NMI.txt
[2025-10-11T14:12:57.010314] [INFO ] [sig       ] [1240/1823] Completed NMI in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.4m
[2025-10-11T14:12:57.010358] [INFO ] [sig       ] [1241/1823] Forecasting NMS...
[2025-10-11T14:12:57.010389] [INFO ] [sig       ] Generating forecast for: NMS
[2025-10-11T14:12:57.010421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'.
[2025-10-11T14:12:57.019285] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'NMS'.
[2025-10-11T14:12:57.019570] [INFO ] [FORECASTER] Starting predict_future for NMS
[2025-10-11T14:12:57.044455] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:57.045173] [DEBUG] [LOCAL     ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt
[2025-10-11T14:12:57.045228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:57.045262] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:57.045289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:57.045346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:57.062462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:57.063059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:57.063142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:57.063176] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:57.101696] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:57.101781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:57.101818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:57.101846] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:57.104922] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: DOWN (p=41.50%)
[2025-10-11T14:12:57.105184] [INFO ] [FORECASTER] Completed predict_future for NMS
[2025-10-11T14:12:57.105311] [INFO ] [sig       ] NMS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:57.244288] [INFO ] [LOCAL     ] Saved forecast: NMS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NMS.txt
[2025-10-11T14:12:57.244504] [INFO ] [sig       ] [1241/1823] Completed NMS in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.4m
[2025-10-11T14:12:57.244547] [INFO ] [sig       ] [1242/1823] Forecasting NMT...
[2025-10-11T14:12:57.244579] [INFO ] [sig       ] Generating forecast for: NMT
[2025-10-11T14:12:57.244620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'.
[2025-10-11T14:12:57.253179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMT'.
[2025-10-11T14:12:57.253459] [INFO ] [FORECASTER] Starting predict_future for NMT
[2025-10-11T14:12:57.279894] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:57.280701] [DEBUG] [LOCAL     ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt
[2025-10-11T14:12:57.280761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:57.280796] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:57.280824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:57.280881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:57.297872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:57.298422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:57.298505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:57.298538] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:57.340813] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:57.340962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:57.341005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:57.341033] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:57.344692] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-10-11T14:12:57.344974] [INFO ] [FORECASTER] Completed predict_future for NMT
[2025-10-11T14:12:57.345491] [INFO ] [sig       ] NMT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:57.485493] [INFO ] [LOCAL     ] Saved forecast: NMT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NMT.txt
[2025-10-11T14:12:57.485779] [INFO ] [sig       ] [1242/1823] Completed NMT in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.4m
[2025-10-11T14:12:57.485843] [INFO ] [sig       ] [1243/1823] Forecasting NNI...
[2025-10-11T14:12:57.485877] [INFO ] [sig       ] Generating forecast for: NNI
[2025-10-11T14:12:57.485910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-10-11T14:12:57.495899] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NNI'.
[2025-10-11T14:12:57.496229] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-10-11T14:12:57.522206] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:57.522995] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-10-11T14:12:57.523051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:57.523088] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:57.523117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:57.523177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:57.540960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:57.541841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:57.541933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:57.541968] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:57.583577] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:57.583772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:57.583823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:57.583854] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:57.587733] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-10-11T14:12:57.588014] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-10-11T14:12:57.588208] [INFO ] [sig       ] NNI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:57.731240] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NNI.txt
[2025-10-11T14:12:57.731505] [INFO ] [sig       ] [1243/1823] Completed NNI in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.4m
[2025-10-11T14:12:57.731549] [INFO ] [sig       ] [1244/1823] Forecasting NNY...
[2025-10-11T14:12:57.731579] [INFO ] [sig       ] Generating forecast for: NNY
[2025-10-11T14:12:57.731610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-10-11T14:12:57.741226] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NNY'.
[2025-10-11T14:12:57.741521] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-10-11T14:12:57.766614] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:57.767339] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-10-11T14:12:57.767394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:57.767428] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:57.767455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:57.767511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:57.784623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:57.785206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:57.785295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:57.785328] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:57.823713] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:57.823855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:57.823895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:57.823923] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:57.827603] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=56.68%)
[2025-10-11T14:12:57.827907] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-10-11T14:12:57.828060] [INFO ] [sig       ] NNY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:57.967725] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NNY.txt
[2025-10-11T14:12:57.967994] [INFO ] [sig       ] [1244/1823] Completed NNY in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.4m
[2025-10-11T14:12:57.968041] [INFO ] [sig       ] [1245/1823] Forecasting NOK...
[2025-10-11T14:12:57.968073] [INFO ] [sig       ] Generating forecast for: NOK
[2025-10-11T14:12:57.968105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'.
[2025-10-11T14:12:57.977250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOK'.
[2025-10-11T14:12:57.977565] [INFO ] [FORECASTER] Starting predict_future for NOK
[2025-10-11T14:12:58.002399] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:58.003121] [DEBUG] [LOCAL     ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt
[2025-10-11T14:12:58.003174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:58.003207] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:58.003235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:58.003292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:58.020180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:58.020766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:58.020849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:58.020898] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:58.063261] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:58.063375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:58.063413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:58.063441] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:58.066772] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-10-11T14:12:58.067036] [INFO ] [FORECASTER] Completed predict_future for NOK
[2025-10-11T14:12:58.067180] [INFO ] [sig       ] NOK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:58.205713] [INFO ] [LOCAL     ] Saved forecast: NOK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NOK.txt
[2025-10-11T14:12:58.205956] [INFO ] [sig       ] [1245/1823] Completed NOK in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.4m
[2025-10-11T14:12:58.206000] [INFO ] [sig       ] [1246/1823] Forecasting NOTE...
[2025-10-11T14:12:58.206031] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-10-11T14:12:58.206111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-10-11T14:12:58.214689] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOTE'.
[2025-10-11T14:12:58.214998] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-10-11T14:12:58.239814] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:58.240519] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-10-11T14:12:58.240573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:58.240606] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:58.240633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:58.240875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:58.257855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:58.258460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:58.258550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:58.258583] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:58.300193] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:58.300323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:58.300362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:58.300391] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:58.303719] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-10-11T14:12:58.303985] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-10-11T14:12:58.304126] [INFO ] [sig       ] NOTE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:58.443084] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NOTE.txt
[2025-10-11T14:12:58.443324] [INFO ] [sig       ] [1246/1823] Completed NOTE in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.4m
[2025-10-11T14:12:58.443367] [INFO ] [sig       ] [1247/1823] Forecasting NPFD...
[2025-10-11T14:12:58.443397] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-10-11T14:12:58.443429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-10-11T14:12:58.453574] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPFD'.
[2025-10-11T14:12:58.453912] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-10-11T14:12:58.478714] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:58.479460] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-10-11T14:12:58.479531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:58.479565] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:58.479592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:58.479671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:58.496407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:58.497040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:58.497126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:58.497160] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:58.538819] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:58.538924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:58.538960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:58.538989] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:58.542216] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=8.29%)
[2025-10-11T14:12:58.542486] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-10-11T14:12:58.542629] [INFO ] [sig       ] NPFD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:58.684371] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NPFD.txt
[2025-10-11T14:12:58.684676] [INFO ] [sig       ] [1247/1823] Completed NPFD in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:12:58.684740] [INFO ] [sig       ] [1248/1823] Forecasting NPK...
[2025-10-11T14:12:58.684774] [INFO ] [sig       ] Generating forecast for: NPK
[2025-10-11T14:12:58.684808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-10-11T14:12:58.693975] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPK'.
[2025-10-11T14:12:58.694421] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-10-11T14:12:58.720548] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:58.721355] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-10-11T14:12:58.721410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:58.721445] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:58.721472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:58.721530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:58.738918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:58.739759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:58.739845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:58.739879] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:58.781987] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:58.782171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:58.782215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:58.782244] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:58.785941] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-10-11T14:12:58.786218] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-10-11T14:12:58.786362] [INFO ] [sig       ] NPK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:58.933976] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NPK.txt
[2025-10-11T14:12:58.934288] [INFO ] [sig       ] [1248/1823] Completed NPK in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:12:58.934342] [INFO ] [sig       ] [1249/1823] Forecasting NPV...
[2025-10-11T14:12:58.934374] [INFO ] [sig       ] Generating forecast for: NPV
[2025-10-11T14:12:58.934407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'.
[2025-10-11T14:12:58.944925] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPV'.
[2025-10-11T14:12:58.945248] [INFO ] [FORECASTER] Starting predict_future for NPV
[2025-10-11T14:12:58.972161] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:58.973057] [DEBUG] [LOCAL     ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt
[2025-10-11T14:12:58.973158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:58.973200] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:58.973229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:58.973288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:58.990549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:58.991205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:58.991292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:58.991325] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:59.031955] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:59.032086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:59.032124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:59.032153] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:59.035408] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-10-11T14:12:59.035708] [INFO ] [FORECASTER] Completed predict_future for NPV
[2025-10-11T14:12:59.035871] [INFO ] [sig       ] NPV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:59.175510] [INFO ] [LOCAL     ] Saved forecast: NPV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NPV.txt
[2025-10-11T14:12:59.175781] [INFO ] [sig       ] [1249/1823] Completed NPV in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:12:59.175843] [INFO ] [sig       ] [1250/1823] Forecasting NQP...
[2025-10-11T14:12:59.175877] [INFO ] [sig       ] Generating forecast for: NQP
[2025-10-11T14:12:59.175910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-10-11T14:12:59.184825] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NQP'.
[2025-10-11T14:12:59.185131] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-10-11T14:12:59.209963] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:59.210720] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-10-11T14:12:59.210776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:59.210816] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:59.210844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:59.210900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:59.227755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:59.228302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:59.228391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:59.228424] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:59.268793] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:59.268917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:59.268956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:59.268984] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:59.272262] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-10-11T14:12:59.272534] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-10-11T14:12:59.272732] [INFO ] [sig       ] NQP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:12:59.412184] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NQP.txt
[2025-10-11T14:12:59.412432] [INFO ] [sig       ] [1250/1823] Completed NQP in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:12:59.412476] [INFO ] [sig       ] [1251/1823] Forecasting NRDY...
[2025-10-11T14:12:59.412507] [INFO ] [sig       ] Generating forecast for: NRDY
[2025-10-11T14:12:59.412539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'.
[2025-10-11T14:12:59.422845] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRDY'.
[2025-10-11T14:12:59.423154] [INFO ] [FORECASTER] Starting predict_future for NRDY
[2025-10-11T14:12:59.448005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:59.448758] [DEBUG] [LOCAL     ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt
[2025-10-11T14:12:59.448814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:59.448846] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:59.448874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:59.448931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:59.465733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:59.466285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:59.466370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:59.466403] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:59.508805] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:59.508991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:59.509035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:59.509065] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:59.512790] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-10-11T14:12:59.513075] [INFO ] [FORECASTER] Completed predict_future for NRDY
[2025-10-11T14:12:59.513226] [INFO ] [sig       ] NRDY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:59.659821] [INFO ] [LOCAL     ] Saved forecast: NRDY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NRDY.txt
[2025-10-11T14:12:59.660117] [INFO ] [sig       ] [1251/1823] Completed NRDY in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:12:59.660179] [INFO ] [sig       ] [1252/1823] Forecasting NREF...
[2025-10-11T14:12:59.660213] [INFO ] [sig       ] Generating forecast for: NREF
[2025-10-11T14:12:59.660247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-10-11T14:12:59.670250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NREF'.
[2025-10-11T14:12:59.670612] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-10-11T14:12:59.696488] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:59.697518] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-10-11T14:12:59.697576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:59.697612] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:59.697674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:59.697759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:59.715171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:59.715791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:59.715925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:59.715980] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:12:59.765617] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:12:59.765893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:12:59.765948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:12:59.765980] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:12:59.770149] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-10-11T14:12:59.770461] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-10-11T14:12:59.770623] [INFO ] [sig       ] NREF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:12:59.924671] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NREF.txt
[2025-10-11T14:12:59.925120] [INFO ] [sig       ] [1252/1823] Completed NREF in 0.3s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:12:59.925193] [INFO ] [sig       ] [1253/1823] Forecasting NRGV...
[2025-10-11T14:12:59.925231] [INFO ] [sig       ] Generating forecast for: NRGV
[2025-10-11T14:12:59.925268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'.
[2025-10-11T14:12:59.937766] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRGV'.
[2025-10-11T14:12:59.938196] [INFO ] [FORECASTER] Starting predict_future for NRGV
[2025-10-11T14:12:59.964220] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:12:59.965093] [DEBUG] [LOCAL     ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt
[2025-10-11T14:12:59.965164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:12:59.965235] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:12:59.965281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:12:59.965343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:12:59.982626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:12:59.983318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:12:59.983409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:12:59.983444] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:00.028711] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:00.028817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:00.028855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:00.028883] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:00.032069] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=81.98%)
[2025-10-11T14:13:00.032331] [INFO ] [FORECASTER] Completed predict_future for NRGV
[2025-10-11T14:13:00.032478] [INFO ] [sig       ] NRGV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:00.172054] [INFO ] [LOCAL     ] Saved forecast: NRGV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NRGV.txt
[2025-10-11T14:13:00.172338] [INFO ] [sig       ] [1253/1823] Completed NRGV in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:00.172382] [INFO ] [sig       ] [1254/1823] Forecasting NRP...
[2025-10-11T14:13:00.172412] [INFO ] [sig       ] Generating forecast for: NRP
[2025-10-11T14:13:00.172445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-10-11T14:13:00.184573] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRP'.
[2025-10-11T14:13:00.185081] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-10-11T14:13:00.213034] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:00.213909] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-10-11T14:13:00.213968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:00.214064] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:00.214115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:00.214182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:00.232069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:00.232744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:00.232893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:00.232936] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:00.276863] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:00.277080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:00.277129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:00.277160] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:00.281169] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=75.98%)
[2025-10-11T14:13:00.281489] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-10-11T14:13:00.281689] [INFO ] [sig       ] NRP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:00.473420] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NRP.txt
[2025-10-11T14:13:00.473777] [INFO ] [sig       ] [1254/1823] Completed NRP in 0.3s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:00.473840] [INFO ] [sig       ] [1255/1823] Forecasting NRT...
[2025-10-11T14:13:00.473876] [INFO ] [sig       ] Generating forecast for: NRT
[2025-10-11T14:13:00.473909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'.
[2025-10-11T14:13:00.483173] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRT'.
[2025-10-11T14:13:00.483495] [INFO ] [FORECASTER] Starting predict_future for NRT
[2025-10-11T14:13:00.508900] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:00.509597] [DEBUG] [LOCAL     ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt
[2025-10-11T14:13:00.509674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:00.509726] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:00.509757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:00.509816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:00.526779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:00.527386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:00.527475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:00.527509] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:00.562009] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:00.562134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:00.562174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:00.562203] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:00.569416] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: UP (p=62.68%)
[2025-10-11T14:13:00.569954] [INFO ] [FORECASTER] Completed predict_future for NRT
[2025-10-11T14:13:00.570115] [INFO ] [sig       ] NRT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:00.709538] [INFO ] [LOCAL     ] Saved forecast: NRT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NRT.txt
[2025-10-11T14:13:00.709827] [INFO ] [sig       ] [1255/1823] Completed NRT in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:00.709889] [INFO ] [sig       ] [1256/1823] Forecasting NUV...
[2025-10-11T14:13:00.709922] [INFO ] [sig       ] Generating forecast for: NUV
[2025-10-11T14:13:00.709955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'.
[2025-10-11T14:13:00.718869] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUV'.
[2025-10-11T14:13:00.719175] [INFO ] [FORECASTER] Starting predict_future for NUV
[2025-10-11T14:13:00.744275] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:00.745023] [DEBUG] [LOCAL     ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt
[2025-10-11T14:13:00.745077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:00.745110] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:00.745138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:00.745200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:00.762130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:00.762799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:00.762886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:00.762919] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:00.798143] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:00.798275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:00.798313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:00.798343] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:00.801676] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: DOWN (p=37.91%)
[2025-10-11T14:13:00.801956] [INFO ] [FORECASTER] Completed predict_future for NUV
[2025-10-11T14:13:00.802093] [INFO ] [sig       ] NUV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:00.942011] [INFO ] [LOCAL     ] Saved forecast: NUV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NUV.txt
[2025-10-11T14:13:00.942280] [INFO ] [sig       ] [1256/1823] Completed NUV in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:00.942324] [INFO ] [sig       ] [1257/1823] Forecasting NUVB...
[2025-10-11T14:13:00.942355] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-10-11T14:13:00.942387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-10-11T14:13:00.951295] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUVB'.
[2025-10-11T14:13:00.951619] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-10-11T14:13:00.976565] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:00.977390] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-10-11T14:13:00.977446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:00.977481] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:00.977510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:00.977568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:00.994352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:00.994980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:00.995071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:00.995105] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:01.032039] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:01.032162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:01.032201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:01.032230] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:01.035554] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2025-10-11T14:13:01.035856] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-10-11T14:13:01.036024] [INFO ] [sig       ] NUVB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:01.174351] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NUVB.txt
[2025-10-11T14:13:01.174598] [INFO ] [sig       ] [1257/1823] Completed NUVB in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:01.174663] [INFO ] [sig       ] [1258/1823] Forecasting NUW...
[2025-10-11T14:13:01.174720] [INFO ] [sig       ] Generating forecast for: NUW
[2025-10-11T14:13:01.174755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'.
[2025-10-11T14:13:01.184156] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUW'.
[2025-10-11T14:13:01.184442] [INFO ] [FORECASTER] Starting predict_future for NUW
[2025-10-11T14:13:01.209243] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:01.209955] [DEBUG] [LOCAL     ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt
[2025-10-11T14:13:01.210010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:01.210043] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:01.210071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:01.210127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:01.227006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:01.227541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:01.227623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:01.227698] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:01.261161] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:01.261241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:01.261276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:01.261305] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:01.264316] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-10-11T14:13:01.264567] [INFO ] [FORECASTER] Completed predict_future for NUW
[2025-10-11T14:13:01.264728] [INFO ] [sig       ] NUW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:01.402885] [INFO ] [LOCAL     ] Saved forecast: NUW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NUW.txt
[2025-10-11T14:13:01.403101] [INFO ] [sig       ] [1258/1823] Completed NUW in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:01.403188] [INFO ] [sig       ] [1259/1823] Forecasting NVR...
[2025-10-11T14:13:01.403227] [INFO ] [sig       ] Generating forecast for: NVR
[2025-10-11T14:13:01.403260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'.
[2025-10-11T14:13:01.412477] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'NVR'.
[2025-10-11T14:13:01.412860] [INFO ] [FORECASTER] Starting predict_future for NVR
[2025-10-11T14:13:01.438103] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:01.438842] [DEBUG] [LOCAL     ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt
[2025-10-11T14:13:01.438897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:01.438930] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:01.438958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:01.439016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:01.455841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:01.456399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:01.456487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:01.456520] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:01.494788] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:01.494951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:01.494991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:01.495020] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:01.498548] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-10-11T14:13:01.498858] [INFO ] [FORECASTER] Completed predict_future for NVR
[2025-10-11T14:13:01.499012] [INFO ] [sig       ] NVR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:01.638660] [INFO ] [LOCAL     ] Saved forecast: NVR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NVR.txt
[2025-10-11T14:13:01.638990] [INFO ] [sig       ] [1259/1823] Completed NVR in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:01.639039] [INFO ] [sig       ] [1260/1823] Forecasting NXC...
[2025-10-11T14:13:01.639070] [INFO ] [sig       ] Generating forecast for: NXC
[2025-10-11T14:13:01.639104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-10-11T14:13:01.648098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXC'.
[2025-10-11T14:13:01.648409] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-10-11T14:13:01.673244] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:01.674003] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-10-11T14:13:01.674059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:01.674092] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:01.674121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:01.674179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:01.691438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:01.692574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:01.692707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:01.692760] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:01.735897] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:01.736111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:01.736158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:01.736188] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:01.740155] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=69.45%)
[2025-10-11T14:13:01.740471] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-10-11T14:13:01.740626] [INFO ] [sig       ] NXC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:01.903917] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/NXC.txt
[2025-10-11T14:13:01.904228] [INFO ] [sig       ] [1260/1823] Completed NXC in 0.3s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:01.904274] [INFO ] [sig       ] [1261/1823] Forecasting NXDT...
[2025-10-11T14:13:01.904304] [INFO ] [sig       ] Generating forecast for: NXDT
[2025-10-11T14:13:01.904336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'.
[2025-10-11T14:13:01.913792] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXDT'.
[2025-10-11T14:13:01.914209] [INFO ] [FORECASTER] Starting predict_future for NXDT
[2025-10-11T14:13:01.944783] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:01.945701] [DEBUG] [LOCAL     ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt
[2025-10-11T14:13:01.945765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:01.945823] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:01.945853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:01.945912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:01.963953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:01.964964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:01.965060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:01.965095] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:02.007055] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:02.007249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:02.007294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:02.007325] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:02.011065] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2025-10-11T14:13:02.011368] [INFO ] [FORECASTER] Completed predict_future for NXDT
[2025-10-11T14:13:02.011527] [INFO ] [sig       ] NXDT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:02.160887] [INFO ] [LOCAL     ] Saved forecast: NXDT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NXDT.txt
[2025-10-11T14:13:02.161173] [INFO ] [sig       ] [1261/1823] Completed NXDT in 0.3s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:02.161221] [INFO ] [sig       ] [1262/1823] Forecasting NXE...
[2025-10-11T14:13:02.161252] [INFO ] [sig       ] Generating forecast for: NXE
[2025-10-11T14:13:02.161286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-10-11T14:13:02.170806] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXE'.
[2025-10-11T14:13:02.171145] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-10-11T14:13:02.197296] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:02.198140] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-10-11T14:13:02.198198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:02.198234] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:02.198263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:02.198321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:02.216111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:02.217158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:02.217254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:02.217291] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:02.260732] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:02.260926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:02.260971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:02.261001] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:02.265133] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-10-11T14:13:02.265473] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-10-11T14:13:02.265634] [INFO ] [sig       ] NXE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:02.411330] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NXE.txt
[2025-10-11T14:13:02.411615] [INFO ] [sig       ] [1262/1823] Completed NXE in 0.3s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:02.411698] [INFO ] [sig       ] [1263/1823] Forecasting NXG...
[2025-10-11T14:13:02.411743] [INFO ] [sig       ] Generating forecast for: NXG
[2025-10-11T14:13:02.411778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-10-11T14:13:02.420482] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXG'.
[2025-10-11T14:13:02.420786] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-10-11T14:13:02.446901] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:02.447761] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-10-11T14:13:02.447820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:02.447856] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:02.447886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:02.447944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:02.466053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:02.467024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:02.467120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:02.467155] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:02.503932] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:02.504121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:02.504163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:02.504192] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:02.507913] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-10-11T14:13:02.508194] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-10-11T14:13:02.508337] [INFO ] [sig       ] NXG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:02.654494] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NXG.txt
[2025-10-11T14:13:02.654792] [INFO ] [sig       ] [1263/1823] Completed NXG in 0.2s | 4.09 sym/s | Total: 5.1m | ETA: 2.3m
[2025-10-11T14:13:02.654853] [INFO ] [sig       ] [1264/1823] Forecasting NXN...
[2025-10-11T14:13:02.654887] [INFO ] [sig       ] Generating forecast for: NXN
[2025-10-11T14:13:02.654919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXN' from 'https://tdm.silogroup.org/data/derivative_storage/NXN.csv'.
[2025-10-11T14:13:02.665503] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXN'.
[2025-10-11T14:13:02.665986] [INFO ] [FORECASTER] Starting predict_future for NXN
[2025-10-11T14:13:02.694423] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:02.695383] [DEBUG] [LOCAL     ] No optimal features file found for NXN: ./output/feature-sets/NXN.txt
[2025-10-11T14:13:02.695442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:02.695511] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:02.695563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:02.695627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:02.714280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:02.715160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:02.715260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:02.715297] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:02.762894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:02.763180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:02.763249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:02.763285] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:02.767946] [DEBUG] [FORECASTER] NXN: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-10-11T14:13:02.768329] [INFO ] [FORECASTER] Completed predict_future for NXN
[2025-10-11T14:13:02.768511] [INFO ] [sig       ] NXN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:02.918163] [INFO ] [LOCAL     ] Saved forecast: NXN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NXN.txt
[2025-10-11T14:13:02.918465] [INFO ] [sig       ] [1264/1823] Completed NXN in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.3m
[2025-10-11T14:13:02.918512] [INFO ] [sig       ] [1265/1823] Forecasting NXP...
[2025-10-11T14:13:02.918544] [INFO ] [sig       ] Generating forecast for: NXP
[2025-10-11T14:13:02.918580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-10-11T14:13:02.930870] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXP'.
[2025-10-11T14:13:02.931330] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-10-11T14:13:02.962133] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:02.963108] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-10-11T14:13:02.963168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:02.963204] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:02.963233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:02.963359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:02.981605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:02.982326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:02.982423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:02.982459] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:03.028940] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:03.029139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:03.029185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:03.029215] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:03.033184] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-10-11T14:13:03.033498] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-10-11T14:13:03.033695] [INFO ] [sig       ] NXP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:03.183059] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/NXP.txt
[2025-10-11T14:13:03.183399] [INFO ] [sig       ] [1265/1823] Completed NXP in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.3m
[2025-10-11T14:13:03.183447] [INFO ] [sig       ] [1266/1823] Forecasting OCFT...
[2025-10-11T14:13:03.183477] [INFO ] [sig       ] Generating forecast for: OCFT
[2025-10-11T14:13:03.183510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFT' from 'https://tdm.silogroup.org/data/derivative_storage/OCFT.csv'.
[2025-10-11T14:13:03.192269] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OCFT'.
[2025-10-11T14:13:03.192526] [INFO ] [FORECASTER] Starting predict_future for OCFT
[2025-10-11T14:13:03.217571] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:03.218271] [DEBUG] [LOCAL     ] No optimal features file found for OCFT: ./output/feature-sets/OCFT.txt
[2025-10-11T14:13:03.218326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:03.218359] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:03.218389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:03.218457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:03.235494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:03.236082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:03.236167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:03.236200] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:03.278562] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:03.278673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:03.278729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:03.278761] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:03.281902] [DEBUG] [FORECASTER] OCFT: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-10-11T14:13:03.282157] [INFO ] [FORECASTER] Completed predict_future for OCFT
[2025-10-11T14:13:03.282299] [INFO ] [sig       ] OCFT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:03.422133] [INFO ] [LOCAL     ] Saved forecast: OCFT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/OCFT.txt
[2025-10-11T14:13:03.422374] [INFO ] [sig       ] [1266/1823] Completed OCFT in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.3m
[2025-10-11T14:13:03.422417] [INFO ] [sig       ] [1267/1823] Forecasting ODC...
[2025-10-11T14:13:03.422448] [INFO ] [sig       ] Generating forecast for: ODC
[2025-10-11T14:13:03.422478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-10-11T14:13:03.432672] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ODC'.
[2025-10-11T14:13:03.433260] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-10-11T14:13:03.461694] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:03.462776] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-10-11T14:13:03.462836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:03.462876] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:03.462906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:03.462967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:03.482362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:03.483382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:03.483493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:03.483532] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:03.529114] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:03.529384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:03.529436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:03.529468] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:03.533794] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-10-11T14:13:03.534132] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-10-11T14:13:03.534299] [INFO ] [sig       ] ODC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:03.683848] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ODC.txt
[2025-10-11T14:13:03.684174] [INFO ] [sig       ] [1267/1823] Completed ODC in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.3m
[2025-10-11T14:13:03.684221] [INFO ] [sig       ] [1268/1823] Forecasting ODV...
[2025-10-11T14:13:03.684253] [INFO ] [sig       ] Generating forecast for: ODV
[2025-10-11T14:13:03.684290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'.
[2025-10-11T14:13:03.695226] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ODV'.
[2025-10-11T14:13:03.695787] [INFO ] [FORECASTER] Starting predict_future for ODV
[2025-10-11T14:13:03.721910] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:03.722745] [DEBUG] [LOCAL     ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt
[2025-10-11T14:13:03.722803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:03.722866] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:03.722897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:03.722957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:03.740779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:03.741637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:03.741771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:03.741807] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:03.791389] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:03.791637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:03.791780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:03.791818] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:03.797921] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-10-11T14:13:03.798256] [INFO ] [FORECASTER] Completed predict_future for ODV
[2025-10-11T14:13:03.798420] [INFO ] [sig       ] ODV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:03.944695] [INFO ] [LOCAL     ] Saved forecast: ODV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ODV.txt
[2025-10-11T14:13:03.945070] [INFO ] [sig       ] [1268/1823] Completed ODV in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.3m
[2025-10-11T14:13:03.945165] [INFO ] [sig       ] [1269/1823] Forecasting OIA...
[2025-10-11T14:13:03.945223] [INFO ] [sig       ] Generating forecast for: OIA
[2025-10-11T14:13:03.945264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-10-11T14:13:03.955688] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OIA'.
[2025-10-11T14:13:03.956058] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-10-11T14:13:03.982780] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:03.983629] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-10-11T14:13:03.983742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:03.983794] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:03.983871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:03.983943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:04.002172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:04.002878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:04.002974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:04.003010] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:04.047446] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:04.047690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:04.047752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:04.047785] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:04.051693] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-10-11T14:13:04.051995] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-10-11T14:13:04.052150] [INFO ] [sig       ] OIA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:04.198813] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/OIA.txt
[2025-10-11T14:13:04.199216] [INFO ] [sig       ] [1269/1823] Completed OIA in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.3m
[2025-10-11T14:13:04.199266] [INFO ] [sig       ] [1270/1823] Forecasting OIS...
[2025-10-11T14:13:04.199299] [INFO ] [sig       ] Generating forecast for: OIS
[2025-10-11T14:13:04.199336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-10-11T14:13:04.209868] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OIS'.
[2025-10-11T14:13:04.210292] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-10-11T14:13:04.236349] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:04.237223] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-10-11T14:13:04.237280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:04.237316] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:04.237344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:04.237404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:04.254515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:04.255354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:04.255451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:04.255492] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:04.301310] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:04.301472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:04.301514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:04.301542] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:04.304968] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=46.89%)
[2025-10-11T14:13:04.305241] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-10-11T14:13:04.305395] [INFO ] [sig       ] OIS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:04.446821] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/OIS.txt
[2025-10-11T14:13:04.447059] [INFO ] [sig       ] [1270/1823] Completed OIS in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.3m
[2025-10-11T14:13:04.447104] [INFO ] [sig       ] [1271/1823] Forecasting OLP...
[2025-10-11T14:13:04.447134] [INFO ] [sig       ] Generating forecast for: OLP
[2025-10-11T14:13:04.447166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-10-11T14:13:04.456542] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OLP'.
[2025-10-11T14:13:04.456853] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-10-11T14:13:04.481937] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:04.482614] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-10-11T14:13:04.482694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:04.482739] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:04.482768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:04.482825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:04.499899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:04.500499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:04.500582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:04.500615] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:04.544351] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:04.544447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:04.544484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:04.544513] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:04.547732] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-10-11T14:13:04.547997] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-10-11T14:13:04.548174] [INFO ] [sig       ] OLP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:04.688182] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/OLP.txt
[2025-10-11T14:13:04.688473] [INFO ] [sig       ] [1271/1823] Completed OLP in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.3m
[2025-10-11T14:13:04.688526] [INFO ] [sig       ] [1272/1823] Forecasting ONIT...
[2025-10-11T14:13:04.688558] [INFO ] [sig       ] Generating forecast for: ONIT
[2025-10-11T14:13:04.688590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONIT' from 'https://tdm.silogroup.org/data/derivative_storage/ONIT.csv'.
[2025-10-11T14:13:04.697417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONIT'.
[2025-10-11T14:13:04.697719] [INFO ] [FORECASTER] Starting predict_future for ONIT
[2025-10-11T14:13:04.722717] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:04.723385] [DEBUG] [LOCAL     ] No optimal features file found for ONIT: ./output/feature-sets/ONIT.txt
[2025-10-11T14:13:04.723446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:04.723478] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:04.723513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:04.723599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:04.741071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:04.741723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:04.741808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:04.741842] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:04.786121] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:04.786310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:04.786353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:04.786382] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:04.789952] [DEBUG] [FORECASTER] ONIT: Forecast T+1@11:T+2@11: UP (p=72.24%)
[2025-10-11T14:13:04.790226] [INFO ] [FORECASTER] Completed predict_future for ONIT
[2025-10-11T14:13:04.790370] [INFO ] [sig       ] ONIT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:04.932468] [INFO ] [LOCAL     ] Saved forecast: ONIT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ONIT.txt
[2025-10-11T14:13:04.932765] [INFO ] [sig       ] [1272/1823] Completed ONIT in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:04.932828] [INFO ] [sig       ] [1273/1823] Forecasting ONL...
[2025-10-11T14:13:04.932862] [INFO ] [sig       ] Generating forecast for: ONL
[2025-10-11T14:13:04.932894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-10-11T14:13:04.943193] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONL'.
[2025-10-11T14:13:04.943577] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-10-11T14:13:04.968944] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:04.969732] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-10-11T14:13:04.969788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:04.969822] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:04.969849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:04.969905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:04.987051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:04.987829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:04.987913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:04.987947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:05.033873] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:05.034006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:05.034044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:05.034073] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:05.037382] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-10-11T14:13:05.037704] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-10-11T14:13:05.037851] [INFO ] [sig       ] ONL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:05.193591] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ONL.txt
[2025-10-11T14:13:05.193968] [INFO ] [sig       ] [1273/1823] Completed ONL in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:05.194054] [INFO ] [sig       ] [1274/1823] Forecasting ONTF...
[2025-10-11T14:13:05.194112] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-10-11T14:13:05.194168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-10-11T14:13:05.203581] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONTF'.
[2025-10-11T14:13:05.203913] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-10-11T14:13:05.229293] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:05.230158] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-10-11T14:13:05.230214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:05.230248] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:05.230276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:05.230334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:05.247311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:05.247929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:05.248012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:05.248045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:05.289518] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:05.289608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:05.289664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:05.289719] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:05.292798] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-10-11T14:13:05.293056] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-10-11T14:13:05.293190] [INFO ] [sig       ] ONTF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:05.433009] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ONTF.txt
[2025-10-11T14:13:05.433235] [INFO ] [sig       ] [1274/1823] Completed ONTF in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:05.433279] [INFO ] [sig       ] [1275/1823] Forecasting OPAD...
[2025-10-11T14:13:05.433314] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-10-11T14:13:05.433346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-10-11T14:13:05.442688] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OPAD'.
[2025-10-11T14:13:05.442996] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-10-11T14:13:05.469121] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:05.470123] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-10-11T14:13:05.470180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:05.470234] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:05.470264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:05.470321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:05.487297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:05.487933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:05.488022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:05.488056] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:05.535246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:05.535344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:05.535380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:05.535408] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:05.538733] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-10-11T14:13:05.538996] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-10-11T14:13:05.539135] [INFO ] [sig       ] OPAD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:05.678095] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/OPAD.txt
[2025-10-11T14:13:05.678320] [INFO ] [sig       ] [1275/1823] Completed OPAD in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:05.678363] [INFO ] [sig       ] [1276/1823] Forecasting OPP...
[2025-10-11T14:13:05.678394] [INFO ] [sig       ] Generating forecast for: OPP
[2025-10-11T14:13:05.678426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-10-11T14:13:05.687905] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OPP'.
[2025-10-11T14:13:05.688192] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-10-11T14:13:05.713035] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:05.713757] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-10-11T14:13:05.713812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:05.713846] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:05.713873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:05.713929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:05.730953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:05.731493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:05.731573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:05.731606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:05.774550] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:05.774729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:05.774782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:05.774813] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:05.778227] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-10-11T14:13:05.778496] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-10-11T14:13:05.778636] [INFO ] [sig       ] OPP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:05.920471] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/OPP.txt
[2025-10-11T14:13:05.920714] [INFO ] [sig       ] [1276/1823] Completed OPP in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:05.920775] [INFO ] [sig       ] [1277/1823] Forecasting ORC...
[2025-10-11T14:13:05.920808] [INFO ] [sig       ] Generating forecast for: ORC
[2025-10-11T14:13:05.920841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-10-11T14:13:05.929730] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ORC'.
[2025-10-11T14:13:05.929994] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-10-11T14:13:05.955108] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:05.955980] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-10-11T14:13:05.956039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:05.956075] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:05.956103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:05.956161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:05.973043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:05.973576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:05.973679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:05.973733] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:06.016358] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:06.016516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:06.016557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:06.016618] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:06.020117] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-10-11T14:13:06.020385] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-10-11T14:13:06.020531] [INFO ] [sig       ] ORC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:06.160680] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ORC.txt
[2025-10-11T14:13:06.160990] [INFO ] [sig       ] [1277/1823] Completed ORC in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:06.161041] [INFO ] [sig       ] [1278/1823] Forecasting ORN...
[2025-10-11T14:13:06.161073] [INFO ] [sig       ] Generating forecast for: ORN
[2025-10-11T14:13:06.161104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-10-11T14:13:06.170011] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ORN'.
[2025-10-11T14:13:06.170308] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-10-11T14:13:06.195319] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:06.196091] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-10-11T14:13:06.196145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:06.196179] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:06.196263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:06.196331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:06.213103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:06.213726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:06.213814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:06.213848] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:06.257288] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:06.257412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:06.257450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:06.257478] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:06.260794] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2025-10-11T14:13:06.261068] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-10-11T14:13:06.261209] [INFO ] [sig       ] ORN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:06.403721] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ORN.txt
[2025-10-11T14:13:06.404056] [INFO ] [sig       ] [1278/1823] Completed ORN in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:06.404134] [INFO ] [sig       ] [1279/1823] Forecasting OWLT...
[2025-10-11T14:13:06.404189] [INFO ] [sig       ] Generating forecast for: OWLT
[2025-10-11T14:13:06.404248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'.
[2025-10-11T14:13:06.415112] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OWLT'.
[2025-10-11T14:13:06.415519] [INFO ] [FORECASTER] Starting predict_future for OWLT
[2025-10-11T14:13:06.443038] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:06.443852] [DEBUG] [LOCAL     ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt
[2025-10-11T14:13:06.443946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:06.443985] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:06.444014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:06.444074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:06.461959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:06.462713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:06.462811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:06.462846] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:06.508979] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:06.509212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:06.509258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:06.509288] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:06.513462] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: DOWN (p=43.24%)
[2025-10-11T14:13:06.513825] [INFO ] [FORECASTER] Completed predict_future for OWLT
[2025-10-11T14:13:06.514027] [INFO ] [sig       ] OWLT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:06.669254] [INFO ] [LOCAL     ] Saved forecast: OWLT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/OWLT.txt
[2025-10-11T14:13:06.669617] [INFO ] [sig       ] [1279/1823] Completed OWLT in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:06.669701] [INFO ] [sig       ] [1280/1823] Forecasting PAC...
[2025-10-11T14:13:06.669748] [INFO ] [sig       ] Generating forecast for: PAC
[2025-10-11T14:13:06.669805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-10-11T14:13:06.682081] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAC'.
[2025-10-11T14:13:06.682691] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-10-11T14:13:06.709978] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:06.710824] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-10-11T14:13:06.710882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:06.710919] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:06.710947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:06.711006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:06.729243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:06.729880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:06.729973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:06.730008] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:06.763613] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:06.763806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:06.763856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:06.763888] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:06.767543] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-10-11T14:13:06.767938] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-10-11T14:13:06.768103] [INFO ] [sig       ] PAC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:06.909949] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PAC.txt
[2025-10-11T14:13:06.910202] [INFO ] [sig       ] [1280/1823] Completed PAC in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:06.910246] [INFO ] [sig       ] [1281/1823] Forecasting PACK...
[2025-10-11T14:13:06.910278] [INFO ] [sig       ] Generating forecast for: PACK
[2025-10-11T14:13:06.910311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-10-11T14:13:06.918990] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'PACK'.
[2025-10-11T14:13:06.919286] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-10-11T14:13:06.946258] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:06.947403] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-10-11T14:13:06.947473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:06.947515] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:06.947550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:06.947631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:06.966240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:06.967297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:06.967395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:06.967431] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:07.002695] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:07.002834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:07.002875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:07.002906] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:07.009681] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-10-11T14:13:07.010207] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-10-11T14:13:07.010418] [INFO ] [sig       ] PACK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:07.165272] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PACK.txt
[2025-10-11T14:13:07.165509] [INFO ] [sig       ] [1281/1823] Completed PACK in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:07.165554] [INFO ] [sig       ] [1282/1823] Forecasting PAI...
[2025-10-11T14:13:07.165585] [INFO ] [sig       ] Generating forecast for: PAI
[2025-10-11T14:13:07.165618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'.
[2025-10-11T14:13:07.176144] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAI'.
[2025-10-11T14:13:07.176734] [INFO ] [FORECASTER] Starting predict_future for PAI
[2025-10-11T14:13:07.209097] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:07.210220] [DEBUG] [LOCAL     ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt
[2025-10-11T14:13:07.210288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:07.210356] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:07.210388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:07.210450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:07.230066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:07.231303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:07.231422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:07.231469] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:07.274730] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:07.274983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:07.275033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:07.275065] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:07.279211] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: DOWN (p=46.97%)
[2025-10-11T14:13:07.279529] [INFO ] [FORECASTER] Completed predict_future for PAI
[2025-10-11T14:13:07.279735] [INFO ] [sig       ] PAI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:07.422417] [INFO ] [LOCAL     ] Saved forecast: PAI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PAI.txt
[2025-10-11T14:13:07.422760] [INFO ] [sig       ] [1282/1823] Completed PAI in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:07.422825] [INFO ] [sig       ] [1283/1823] Forecasting PCF...
[2025-10-11T14:13:07.422859] [INFO ] [sig       ] Generating forecast for: PCF
[2025-10-11T14:13:07.422894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-10-11T14:13:07.432581] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCF'.
[2025-10-11T14:13:07.432984] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-10-11T14:13:07.459389] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:07.460243] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-10-11T14:13:07.460301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:07.460338] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:07.460369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:07.460433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:07.478320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:07.479215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:07.479317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:07.479355] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:07.525152] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:07.525406] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:07.525454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:07.525487] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:07.529718] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-10-11T14:13:07.530033] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-10-11T14:13:07.530234] [INFO ] [sig       ] PCF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:07.688950] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PCF.txt
[2025-10-11T14:13:07.689449] [INFO ] [sig       ] [1283/1823] Completed PCF in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:07.689521] [INFO ] [sig       ] [1284/1823] Forecasting PCM...
[2025-10-11T14:13:07.689558] [INFO ] [sig       ] Generating forecast for: PCM
[2025-10-11T14:13:07.689595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-10-11T14:13:07.699638] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCM'.
[2025-10-11T14:13:07.700018] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-10-11T14:13:07.727838] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:07.728811] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-10-11T14:13:07.728868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:07.728906] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:07.728936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:07.728995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:07.746444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:07.747116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:07.747211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:07.747246] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:07.791677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:07.791907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:07.791955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:07.791988] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:07.795973] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-10-11T14:13:07.796273] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-10-11T14:13:07.796437] [INFO ] [sig       ] PCM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:07.949294] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PCM.txt
[2025-10-11T14:13:07.949625] [INFO ] [sig       ] [1284/1823] Completed PCM in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:07.949711] [INFO ] [sig       ] [1285/1823] Forecasting PCQ...
[2025-10-11T14:13:07.949755] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-10-11T14:13:07.949792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-10-11T14:13:07.960601] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCQ'.
[2025-10-11T14:13:07.961044] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-10-11T14:13:07.989441] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:07.990265] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-10-11T14:13:07.990325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:07.990362] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:07.990391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:07.990451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:08.009910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:08.010614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:08.010738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:08.010782] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:08.056420] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:08.056615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:08.056701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:08.056746] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:08.060632] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-10-11T14:13:08.060984] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-10-11T14:13:08.061152] [INFO ] [sig       ] PCQ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:08.217282] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PCQ.txt
[2025-10-11T14:13:08.217599] [INFO ] [sig       ] [1285/1823] Completed PCQ in 0.3s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:08.217671] [INFO ] [sig       ] [1286/1823] Forecasting PDS...
[2025-10-11T14:13:08.217728] [INFO ] [sig       ] Generating forecast for: PDS
[2025-10-11T14:13:08.217764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-10-11T14:13:08.227355] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDS'.
[2025-10-11T14:13:08.227699] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-10-11T14:13:08.253150] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:08.253945] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-10-11T14:13:08.254001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:08.254037] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:08.254066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:08.254125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:08.270999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:08.271552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:08.271636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:08.271710] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:08.309504] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:08.309600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:08.309637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:08.309710] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:08.312862] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-10-11T14:13:08.313127] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-10-11T14:13:08.313270] [INFO ] [sig       ] PDS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:08.455690] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PDS.txt
[2025-10-11T14:13:08.455978] [INFO ] [sig       ] [1286/1823] Completed PDS in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:08.456023] [INFO ] [sig       ] [1287/1823] Forecasting PDT...
[2025-10-11T14:13:08.456054] [INFO ] [sig       ] Generating forecast for: PDT
[2025-10-11T14:13:08.456085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'.
[2025-10-11T14:13:08.465572] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDT'.
[2025-10-11T14:13:08.465902] [INFO ] [FORECASTER] Starting predict_future for PDT
[2025-10-11T14:13:08.490919] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:08.491592] [DEBUG] [LOCAL     ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt
[2025-10-11T14:13:08.491669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:08.491723] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:08.491754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:08.491811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:08.508791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:08.509364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:08.509448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:08.509483] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:08.546878] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:08.547037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:08.547100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:08.547131] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:08.550812] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-10-11T14:13:08.551103] [INFO ] [FORECASTER] Completed predict_future for PDT
[2025-10-11T14:13:08.551262] [INFO ] [sig       ] PDT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:08.690407] [INFO ] [LOCAL     ] Saved forecast: PDT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PDT.txt
[2025-10-11T14:13:08.690720] [INFO ] [sig       ] [1287/1823] Completed PDT in 0.2s | 4.09 sym/s | Total: 5.2m | ETA: 2.2m
[2025-10-11T14:13:08.690785] [INFO ] [sig       ] [1288/1823] Forecasting PEO...
[2025-10-11T14:13:08.690820] [INFO ] [sig       ] Generating forecast for: PEO
[2025-10-11T14:13:08.690853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-10-11T14:13:08.699850] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PEO'.
[2025-10-11T14:13:08.700182] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-10-11T14:13:08.725146] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:08.725910] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-10-11T14:13:08.725964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:08.725998] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:08.726026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:08.726082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:08.742925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:08.743509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:08.743595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:08.743631] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:08.778064] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:08.778208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:08.778248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:08.778277] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:08.781695] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=70.79%)
[2025-10-11T14:13:08.781978] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-10-11T14:13:08.782127] [INFO ] [sig       ] PEO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:08.921374] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PEO.txt
[2025-10-11T14:13:08.921640] [INFO ] [sig       ] [1288/1823] Completed PEO in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.2m
[2025-10-11T14:13:08.921723] [INFO ] [sig       ] [1289/1823] Forecasting PERF...
[2025-10-11T14:13:08.921757] [INFO ] [sig       ] Generating forecast for: PERF
[2025-10-11T14:13:08.921789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-10-11T14:13:08.930956] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PERF'.
[2025-10-11T14:13:08.931235] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-10-11T14:13:08.956252] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:08.957085] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-10-11T14:13:08.957141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:08.957179] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:08.957257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:08.957333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:08.974167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:08.974774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:08.974857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:08.974891] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:09.012769] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:09.012936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:09.012979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:09.013008] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:09.016541] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-10-11T14:13:09.016919] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-10-11T14:13:09.017073] [INFO ] [sig       ] PERF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:09.156941] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PERF.txt
[2025-10-11T14:13:09.157286] [INFO ] [sig       ] [1289/1823] Completed PERF in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.2m
[2025-10-11T14:13:09.157349] [INFO ] [sig       ] [1290/1823] Forecasting PFD...
[2025-10-11T14:13:09.157385] [INFO ] [sig       ] Generating forecast for: PFD
[2025-10-11T14:13:09.157418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-10-11T14:13:09.170067] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFD'.
[2025-10-11T14:13:09.170419] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-10-11T14:13:09.195453] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:09.196201] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-10-11T14:13:09.196256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:09.196289] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:09.196316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:09.196373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:09.213302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:09.213901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:09.213983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:09.214016] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:09.252833] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:09.252939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:09.252975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:09.253004] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:09.256172] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=57.79%)
[2025-10-11T14:13:09.256433] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-10-11T14:13:09.256595] [INFO ] [sig       ] PFD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:09.395335] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PFD.txt
[2025-10-11T14:13:09.395575] [INFO ] [sig       ] [1290/1823] Completed PFD in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.2m
[2025-10-11T14:13:09.395619] [INFO ] [sig       ] [1291/1823] Forecasting PFH...
[2025-10-11T14:13:09.395678] [INFO ] [sig       ] Generating forecast for: PFH
[2025-10-11T14:13:09.395730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-10-11T14:13:09.404734] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFH'.
[2025-10-11T14:13:09.405030] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-10-11T14:13:09.430033] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:09.430766] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-10-11T14:13:09.430821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:09.430903] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:09.430941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:09.430999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:09.447995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:09.448549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:09.448631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:09.448701] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:09.489536] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:09.489705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:09.489757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:09.489788] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:09.493021] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2025-10-11T14:13:09.493286] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-10-11T14:13:09.493429] [INFO ] [sig       ] PFH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:09.632703] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PFH.txt
[2025-10-11T14:13:09.632966] [INFO ] [sig       ] [1291/1823] Completed PFH in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.2m
[2025-10-11T14:13:09.633012] [INFO ] [sig       ] [1292/1823] Forecasting PFL...
[2025-10-11T14:13:09.633042] [INFO ] [sig       ] Generating forecast for: PFL
[2025-10-11T14:13:09.633074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-10-11T14:13:09.641774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFL'.
[2025-10-11T14:13:09.642047] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-10-11T14:13:09.666930] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:09.667613] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-10-11T14:13:09.667692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:09.667741] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:09.667771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:09.667828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:09.685138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:09.685810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:09.685896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:09.685931] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:09.723362] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:09.723465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:09.723503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:09.723532] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:09.726724] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-10-11T14:13:09.726991] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-10-11T14:13:09.727130] [INFO ] [sig       ] PFL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:09.866389] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PFL.txt
[2025-10-11T14:13:09.866669] [INFO ] [sig       ] [1292/1823] Completed PFL in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.2m
[2025-10-11T14:13:09.866731] [INFO ] [sig       ] [1293/1823] Forecasting PFN...
[2025-10-11T14:13:09.866765] [INFO ] [sig       ] Generating forecast for: PFN
[2025-10-11T14:13:09.866797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-10-11T14:13:09.875299] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFN'.
[2025-10-11T14:13:09.875598] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-10-11T14:13:09.900608] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:09.901336] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-10-11T14:13:09.901390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:09.901423] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:09.901451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:09.901509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:09.921321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:09.922010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:09.922099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:09.922139] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:09.959443] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:09.959543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:09.959581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:09.959610] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:09.962752] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-10-11T14:13:09.963014] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-10-11T14:13:09.963149] [INFO ] [sig       ] PFN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:10.102221] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PFN.txt
[2025-10-11T14:13:10.102487] [INFO ] [sig       ] [1293/1823] Completed PFN in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.2m
[2025-10-11T14:13:10.102532] [INFO ] [sig       ] [1294/1823] Forecasting PFO...
[2025-10-11T14:13:10.102563] [INFO ] [sig       ] Generating forecast for: PFO
[2025-10-11T14:13:10.102594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-10-11T14:13:10.111527] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFO'.
[2025-10-11T14:13:10.111833] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-10-11T14:13:10.137004] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:10.137750] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-10-11T14:13:10.137805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:10.137838] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:10.137866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:10.137924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:10.155600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:10.156221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:10.156309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:10.156344] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:10.191856] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:10.191984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:10.192043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:10.192074] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:10.195413] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=67.96%)
[2025-10-11T14:13:10.195706] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-10-11T14:13:10.195872] [INFO ] [sig       ] PFO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:10.337683] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PFO.txt
[2025-10-11T14:13:10.337930] [INFO ] [sig       ] [1294/1823] Completed PFO in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.2m
[2025-10-11T14:13:10.337975] [INFO ] [sig       ] [1295/1823] Forecasting PGP...
[2025-10-11T14:13:10.338005] [INFO ] [sig       ] Generating forecast for: PGP
[2025-10-11T14:13:10.338037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-10-11T14:13:10.346332] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGP'.
[2025-10-11T14:13:10.346630] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-10-11T14:13:10.373107] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:10.373856] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-10-11T14:13:10.373912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:10.373945] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:10.373974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:10.374032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:10.391856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:10.392736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:10.392827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:10.392861] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:10.429843] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:10.429999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:10.430040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:10.430070] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:10.433454] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-10-11T14:13:10.433781] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-10-11T14:13:10.433933] [INFO ] [sig       ] PGP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:10.578106] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PGP.txt
[2025-10-11T14:13:10.578403] [INFO ] [sig       ] [1295/1823] Completed PGP in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.2m
[2025-10-11T14:13:10.578447] [INFO ] [sig       ] [1296/1823] Forecasting PGRE...
[2025-10-11T14:13:10.578476] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-10-11T14:13:10.578508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-10-11T14:13:10.587626] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGRE'.
[2025-10-11T14:13:10.587934] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-10-11T14:13:10.615063] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:10.615926] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-10-11T14:13:10.615984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:10.616020] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:10.616048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:10.616128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:10.633239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:10.633894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:10.633984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:10.634018] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:10.675157] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:10.675300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:10.675342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:10.675371] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:10.678887] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-10-11T14:13:10.679168] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-10-11T14:13:10.679318] [INFO ] [sig       ] PGRE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:10.818944] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PGRE.txt
[2025-10-11T14:13:10.819204] [INFO ] [sig       ] [1296/1823] Completed PGRE in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:10.819248] [INFO ] [sig       ] [1297/1823] Forecasting PGZ...
[2025-10-11T14:13:10.819278] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-10-11T14:13:10.819310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-10-11T14:13:10.828152] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGZ'.
[2025-10-11T14:13:10.828468] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-10-11T14:13:10.853452] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:10.854189] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-10-11T14:13:10.854244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:10.854278] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:10.854306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:10.854364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:10.871546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:10.872147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:10.872235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:10.872269] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:10.910387] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:10.910524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:10.910566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:10.910595] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:10.913968] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=51.16%)
[2025-10-11T14:13:10.914241] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-10-11T14:13:10.914430] [INFO ] [sig       ] PGZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:11.055985] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PGZ.txt
[2025-10-11T14:13:11.056253] [INFO ] [sig       ] [1297/1823] Completed PGZ in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:11.056298] [INFO ] [sig       ] [1298/1823] Forecasting PHD...
[2025-10-11T14:13:11.056329] [INFO ] [sig       ] Generating forecast for: PHD
[2025-10-11T14:13:11.056360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHD' from 'https://tdm.silogroup.org/data/derivative_storage/PHD.csv'.
[2025-10-11T14:13:11.064634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHD'.
[2025-10-11T14:13:11.065080] [INFO ] [FORECASTER] Starting predict_future for PHD
[2025-10-11T14:13:11.093061] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:11.093865] [DEBUG] [LOCAL     ] No optimal features file found for PHD: ./output/feature-sets/PHD.txt
[2025-10-11T14:13:11.093921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:11.093957] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:11.093986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:11.094044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:11.112417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:11.113020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:11.113110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:11.113145] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:11.149514] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:11.149598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:11.149635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:11.149708] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:11.152775] [DEBUG] [FORECASTER] PHD: Forecast T+1@11:T+2@11: DOWN (p=19.44%)
[2025-10-11T14:13:11.153025] [INFO ] [FORECASTER] Completed predict_future for PHD
[2025-10-11T14:13:11.153166] [INFO ] [sig       ] PHD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:11.293039] [INFO ] [LOCAL     ] Saved forecast: PHD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PHD.txt
[2025-10-11T14:13:11.293300] [INFO ] [sig       ] [1298/1823] Completed PHD in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:11.293343] [INFO ] [sig       ] [1299/1823] Forecasting PHI...
[2025-10-11T14:13:11.293373] [INFO ] [sig       ] Generating forecast for: PHI
[2025-10-11T14:13:11.293404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-10-11T14:13:11.301681] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHI'.
[2025-10-11T14:13:11.301949] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-10-11T14:13:11.328867] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:11.329664] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-10-11T14:13:11.329725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:11.329761] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:11.329789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:11.329847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:11.347083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:11.347672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:11.347764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:11.347798] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:11.386403] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:11.386601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:11.386690] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:11.386739] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:11.390395] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-10-11T14:13:11.390702] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-10-11T14:13:11.390858] [INFO ] [sig       ] PHI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:11.537781] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PHI.txt
[2025-10-11T14:13:11.538045] [INFO ] [sig       ] [1299/1823] Completed PHI in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:11.538091] [INFO ] [sig       ] [1300/1823] Forecasting PHK...
[2025-10-11T14:13:11.538121] [INFO ] [sig       ] Generating forecast for: PHK
[2025-10-11T14:13:11.538152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-10-11T14:13:11.546440] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHK'.
[2025-10-11T14:13:11.546742] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-10-11T14:13:11.571815] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:11.572507] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-10-11T14:13:11.572562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:11.572595] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:11.572623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:11.572716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:11.590001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:11.590536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:11.590619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:11.590683] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:11.625908] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:11.626032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:11.626072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:11.626101] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:11.629422] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=28.61%)
[2025-10-11T14:13:11.629727] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-10-11T14:13:11.629880] [INFO ] [sig       ] PHK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:11.772540] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PHK.txt
[2025-10-11T14:13:11.772843] [INFO ] [sig       ] [1300/1823] Completed PHK in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:11.772908] [INFO ] [sig       ] [1301/1823] Forecasting PIM...
[2025-10-11T14:13:11.772941] [INFO ] [sig       ] Generating forecast for: PIM
[2025-10-11T14:13:11.773025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-10-11T14:13:11.782581] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PIM'.
[2025-10-11T14:13:11.782867] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-10-11T14:13:11.814907] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:11.816123] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-10-11T14:13:11.816198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:11.816266] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:11.816307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:11.816386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:11.835494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:11.836262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:11.836352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:11.836388] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:11.872711] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:11.872802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:11.872838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:11.872887] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:11.875985] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=19.98%)
[2025-10-11T14:13:11.876323] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-10-11T14:13:11.876495] [INFO ] [sig       ] PIM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:12.023931] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PIM.txt
[2025-10-11T14:13:12.024191] [INFO ] [sig       ] [1301/1823] Completed PIM in 0.3s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:12.024234] [INFO ] [sig       ] [1302/1823] Forecasting PINE...
[2025-10-11T14:13:12.024264] [INFO ] [sig       ] Generating forecast for: PINE
[2025-10-11T14:13:12.024295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-10-11T14:13:12.033138] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PINE'.
[2025-10-11T14:13:12.033424] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-10-11T14:13:12.059157] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:12.059908] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-10-11T14:13:12.059964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:12.059998] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:12.060026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:12.060085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:12.077773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:12.078346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:12.078431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:12.078466] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:12.113487] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:12.113635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:12.113728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:12.113764] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:12.117515] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-10-11T14:13:12.117855] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-10-11T14:13:12.118009] [INFO ] [sig       ] PINE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:12.274038] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PINE.txt
[2025-10-11T14:13:12.274497] [INFO ] [sig       ] [1302/1823] Completed PINE in 0.3s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:12.274573] [INFO ] [sig       ] [1303/1823] Forecasting PKE...
[2025-10-11T14:13:12.274636] [INFO ] [sig       ] Generating forecast for: PKE
[2025-10-11T14:13:12.274730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-10-11T14:13:12.286364] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PKE'.
[2025-10-11T14:13:12.286901] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-10-11T14:13:12.312454] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:12.313213] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-10-11T14:13:12.313268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:12.313301] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:12.313329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:12.313438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:12.330419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:12.331037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:12.331184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:12.331238] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:12.367081] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:12.367171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:12.367207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:12.367237] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:12.370254] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-10-11T14:13:12.370505] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-10-11T14:13:12.370635] [INFO ] [sig       ] PKE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:12.510585] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PKE.txt
[2025-10-11T14:13:12.510820] [INFO ] [sig       ] [1303/1823] Completed PKE in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:12.510877] [INFO ] [sig       ] [1304/1823] Forecasting PML...
[2025-10-11T14:13:12.510910] [INFO ] [sig       ] Generating forecast for: PML
[2025-10-11T14:13:12.510942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-10-11T14:13:12.520448] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PML'.
[2025-10-11T14:13:12.520810] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-10-11T14:13:12.546684] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:12.547380] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-10-11T14:13:12.547514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:12.547555] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:12.547585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:12.547667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:12.568544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:12.569546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:12.569668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:12.569728] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:12.611906] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:12.612093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:12.612137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:12.612168] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:12.615964] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-10-11T14:13:12.616250] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-10-11T14:13:12.616402] [INFO ] [sig       ] PML: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:12.763440] [INFO ] [LOCAL     ] Saved forecast: PML	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PML.txt
[2025-10-11T14:13:12.763737] [INFO ] [sig       ] [1304/1823] Completed PML in 0.3s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:12.763799] [INFO ] [sig       ] [1305/1823] Forecasting PMM...
[2025-10-11T14:13:12.763833] [INFO ] [sig       ] Generating forecast for: PMM
[2025-10-11T14:13:12.763866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-10-11T14:13:12.772431] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PMM'.
[2025-10-11T14:13:12.772723] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-10-11T14:13:12.798171] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:12.798946] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-10-11T14:13:12.799001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:12.799035] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:12.799063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:12.799120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:12.816125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:12.816756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:12.816867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:12.816901] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:12.851920] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:12.852031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:12.852069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:12.852097] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:12.855255] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-10-11T14:13:12.855515] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-10-11T14:13:12.855682] [INFO ] [sig       ] PMM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:12.997596] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PMM.txt
[2025-10-11T14:13:12.997900] [INFO ] [sig       ] [1305/1823] Completed PMM in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:12.997952] [INFO ] [sig       ] [1306/1823] Forecasting PMO...
[2025-10-11T14:13:12.997984] [INFO ] [sig       ] Generating forecast for: PMO
[2025-10-11T14:13:12.998016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-10-11T14:13:13.006681] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PMO'.
[2025-10-11T14:13:13.007032] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-10-11T14:13:13.032201] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:13.032946] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-10-11T14:13:13.033001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:13.033034] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:13.033062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:13.033119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:13.049940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:13.050471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:13.050552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:13.050586] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:13.087557] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:13.087697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:13.087749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:13.087781] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:13.091009] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-10-11T14:13:13.091272] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-10-11T14:13:13.091413] [INFO ] [sig       ] PMO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:13.231089] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PMO.txt
[2025-10-11T14:13:13.231363] [INFO ] [sig       ] [1306/1823] Completed PMO in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:13.231415] [INFO ] [sig       ] [1307/1823] Forecasting PNI...
[2025-10-11T14:13:13.231448] [INFO ] [sig       ] Generating forecast for: PNI
[2025-10-11T14:13:13.231482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-10-11T14:13:13.240292] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNI'.
[2025-10-11T14:13:13.240575] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-10-11T14:13:13.265588] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:13.266298] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-10-11T14:13:13.266352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:13.266385] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:13.266413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:13.266469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:13.283357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:13.283934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:13.284054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:13.284093] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:13.321571] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:13.321701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:13.321755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:13.321788] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:13.324900] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=47.52%)
[2025-10-11T14:13:13.325188] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-10-11T14:13:13.325340] [INFO ] [sig       ] PNI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:13.469177] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PNI.txt
[2025-10-11T14:13:13.469436] [INFO ] [sig       ] [1307/1823] Completed PNI in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:13.469480] [INFO ] [sig       ] [1308/1823] Forecasting PNNT...
[2025-10-11T14:13:13.469512] [INFO ] [sig       ] Generating forecast for: PNNT
[2025-10-11T14:13:13.469545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'.
[2025-10-11T14:13:13.478063] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNNT'.
[2025-10-11T14:13:13.478311] [INFO ] [FORECASTER] Starting predict_future for PNNT
[2025-10-11T14:13:13.503283] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:13.504053] [DEBUG] [LOCAL     ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt
[2025-10-11T14:13:13.504108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:13.504146] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:13.504174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:13.504230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:13.521038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:13.521575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:13.521678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:13.521732] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:13.557969] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:13.558123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:13.558164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:13.558238] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:13.561720] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-10-11T14:13:13.561996] [INFO ] [FORECASTER] Completed predict_future for PNNT
[2025-10-11T14:13:13.562138] [INFO ] [sig       ] PNNT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:13.705197] [INFO ] [LOCAL     ] Saved forecast: PNNT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/PNNT.txt
[2025-10-11T14:13:13.705519] [INFO ] [sig       ] [1308/1823] Completed PNNT in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:13.705564] [INFO ] [sig       ] [1309/1823] Forecasting PPT...
[2025-10-11T14:13:13.705597] [INFO ] [sig       ] Generating forecast for: PPT
[2025-10-11T14:13:13.705631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'.
[2025-10-11T14:13:13.714889] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PPT'.
[2025-10-11T14:13:13.715221] [INFO ] [FORECASTER] Starting predict_future for PPT
[2025-10-11T14:13:13.740347] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:13.741098] [DEBUG] [LOCAL     ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt
[2025-10-11T14:13:13.741152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:13.741185] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:13.741213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:13.741269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:13.758361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:13.759115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:13.759201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:13.759235] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:13.796265] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:13.796374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:13.796411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:13.796439] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:13.799699] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-10-11T14:13:13.799967] [INFO ] [FORECASTER] Completed predict_future for PPT
[2025-10-11T14:13:13.800111] [INFO ] [sig       ] PPT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:13.943355] [INFO ] [LOCAL     ] Saved forecast: PPT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PPT.txt
[2025-10-11T14:13:13.943675] [INFO ] [sig       ] [1309/1823] Completed PPT in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:13.943736] [INFO ] [sig       ] [1310/1823] Forecasting PRCS...
[2025-10-11T14:13:13.943770] [INFO ] [sig       ] Generating forecast for: PRCS
[2025-10-11T14:13:13.943803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCS' from 'https://tdm.silogroup.org/data/derivative_storage/PRCS.csv'.
[2025-10-11T14:13:13.953626] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'PRCS'.
[2025-10-11T14:13:13.953937] [INFO ] [FORECASTER] Starting predict_future for PRCS
[2025-10-11T14:13:13.978888] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:13.979735] [DEBUG] [LOCAL     ] No optimal features file found for PRCS: ./output/feature-sets/PRCS.txt
[2025-10-11T14:13:13.979793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:13.979826] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:13.979853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:13.979910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:13.996803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:13.997349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:13.997432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:13.997465] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:14.033519] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:14.033628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:14.033702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:14.033743] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:14.039708] [DEBUG] [FORECASTER] PRCS: Forecast T+1@11:T+2@11: UP (p=75.91%)
[2025-10-11T14:13:14.039986] [INFO ] [FORECASTER] Completed predict_future for PRCS
[2025-10-11T14:13:14.040122] [INFO ] [sig       ] PRCS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:14.179254] [INFO ] [LOCAL     ] Saved forecast: PRCS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PRCS.txt
[2025-10-11T14:13:14.179509] [INFO ] [sig       ] [1310/1823] Completed PRCS in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:14.179552] [INFO ] [sig       ] [1311/1823] Forecasting PRH...
[2025-10-11T14:13:14.179583] [INFO ] [sig       ] Generating forecast for: PRH
[2025-10-11T14:13:14.179615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-10-11T14:13:14.188618] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRH'.
[2025-10-11T14:13:14.188929] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-10-11T14:13:14.213804] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:14.214504] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-10-11T14:13:14.214558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:14.214591] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:14.214618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:14.214701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:14.231632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:14.232193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:14.232273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:14.232306] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:14.268573] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:14.268705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:14.268760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:14.268791] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:14.271930] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2025-10-11T14:13:14.272189] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-10-11T14:13:14.272325] [INFO ] [sig       ] PRH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:14.412746] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PRH.txt
[2025-10-11T14:13:14.412968] [INFO ] [sig       ] [1311/1823] Completed PRH in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:14.413012] [INFO ] [sig       ] [1312/1823] Forecasting PRT...
[2025-10-11T14:13:14.413042] [INFO ] [sig       ] Generating forecast for: PRT
[2025-10-11T14:13:14.413074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'.
[2025-10-11T14:13:14.422465] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRT'.
[2025-10-11T14:13:14.422755] [INFO ] [FORECASTER] Starting predict_future for PRT
[2025-10-11T14:13:14.447688] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:14.448384] [DEBUG] [LOCAL     ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt
[2025-10-11T14:13:14.448437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:14.448470] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:14.448498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:14.448555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:14.465661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:14.466213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:14.466292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:14.466326] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:14.500990] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:14.501101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:14.501139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:14.501168] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:14.504336] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: UP (p=54.83%)
[2025-10-11T14:13:14.504601] [INFO ] [FORECASTER] Completed predict_future for PRT
[2025-10-11T14:13:14.504780] [INFO ] [sig       ] PRT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:14.647458] [INFO ] [LOCAL     ] Saved forecast: PRT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PRT.txt
[2025-10-11T14:13:14.647752] [INFO ] [sig       ] [1312/1823] Completed PRT in 0.2s | 4.09 sym/s | Total: 5.3m | ETA: 2.1m
[2025-10-11T14:13:14.647817] [INFO ] [sig       ] [1313/1823] Forecasting PSBD...
[2025-10-11T14:13:14.647852] [INFO ] [sig       ] Generating forecast for: PSBD
[2025-10-11T14:13:14.647886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSBD' from 'https://tdm.silogroup.org/data/derivative_storage/PSBD.csv'.
[2025-10-11T14:13:14.656826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSBD'.
[2025-10-11T14:13:14.657119] [INFO ] [FORECASTER] Starting predict_future for PSBD
[2025-10-11T14:13:14.682134] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:14.682850] [DEBUG] [LOCAL     ] No optimal features file found for PSBD: ./output/feature-sets/PSBD.txt
[2025-10-11T14:13:14.682904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:14.682937] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:14.682963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:14.683020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:14.699890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:14.700447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:14.700538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:14.700591] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:14.735932] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:14.736059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:14.736098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:14.736127] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:14.739485] [DEBUG] [FORECASTER] PSBD: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-10-11T14:13:14.739795] [INFO ] [FORECASTER] Completed predict_future for PSBD
[2025-10-11T14:13:14.739939] [INFO ] [sig       ] PSBD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:14.878749] [INFO ] [LOCAL     ] Saved forecast: PSBD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PSBD.txt
[2025-10-11T14:13:14.878967] [INFO ] [sig       ] [1313/1823] Completed PSBD in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.1m
[2025-10-11T14:13:14.879067] [INFO ] [sig       ] [1314/1823] Forecasting PSF...
[2025-10-11T14:13:14.879108] [INFO ] [sig       ] Generating forecast for: PSF
[2025-10-11T14:13:14.879141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-10-11T14:13:14.888165] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSF'.
[2025-10-11T14:13:14.888434] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-10-11T14:13:14.913229] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:14.913971] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-10-11T14:13:14.914026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:14.914058] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:14.914085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:14.914142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:14.931054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:14.931592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:14.931698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:14.931748] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:14.967223] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:14.967409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:14.967451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:14.967482] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:14.971106] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2025-10-11T14:13:14.971407] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-10-11T14:13:14.971553] [INFO ] [sig       ] PSF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:15.113233] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PSF.txt
[2025-10-11T14:13:15.113479] [INFO ] [sig       ] [1314/1823] Completed PSF in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.1m
[2025-10-11T14:13:15.113523] [INFO ] [sig       ] [1315/1823] Forecasting PSQH...
[2025-10-11T14:13:15.113554] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-10-11T14:13:15.113586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-10-11T14:13:15.122713] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSQH'.
[2025-10-11T14:13:15.122971] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-10-11T14:13:15.147966] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:15.148666] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-10-11T14:13:15.148726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:15.148762] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:15.148791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:15.148847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:15.165738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:15.166270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:15.166351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:15.166386] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:15.202534] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:15.202639] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:15.202719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:15.202774] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:15.205932] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-10-11T14:13:15.206192] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-10-11T14:13:15.206326] [INFO ] [sig       ] PSQH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:15.345837] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PSQH.txt
[2025-10-11T14:13:15.346047] [INFO ] [sig       ] [1315/1823] Completed PSQH in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.1m
[2025-10-11T14:13:15.346091] [INFO ] [sig       ] [1316/1823] Forecasting PVL...
[2025-10-11T14:13:15.346122] [INFO ] [sig       ] Generating forecast for: PVL
[2025-10-11T14:13:15.346153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-10-11T14:13:15.355133] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PVL'.
[2025-10-11T14:13:15.355565] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-10-11T14:13:15.381818] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:15.382580] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-10-11T14:13:15.382634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:15.382708] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:15.382745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:15.382804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:15.404361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:15.405912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:15.405994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:15.406027] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:15.443585] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:15.443691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:15.443740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:15.443770] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:15.446827] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-10-11T14:13:15.447077] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-10-11T14:13:15.447212] [INFO ] [sig       ] PVL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:15.587045] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/PVL.txt
[2025-10-11T14:13:15.587256] [INFO ] [sig       ] [1316/1823] Completed PVL in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.1m
[2025-10-11T14:13:15.587316] [INFO ] [sig       ] [1317/1823] Forecasting QD...
[2025-10-11T14:13:15.587350] [INFO ] [sig       ] Generating forecast for: QD
[2025-10-11T14:13:15.587382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-10-11T14:13:15.597249] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QD'.
[2025-10-11T14:13:15.597532] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-10-11T14:13:15.622521] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:15.623221] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-10-11T14:13:15.623274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:15.623306] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:15.623334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:15.623391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:15.640311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:15.640907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:15.640987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:15.641021] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:15.678196] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:15.678278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:15.678313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:15.678340] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:15.681377] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-10-11T14:13:15.681625] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-10-11T14:13:15.681801] [INFO ] [sig       ] QD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:15.820833] [INFO ] [LOCAL     ] Saved forecast: QD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/QD.txt
[2025-10-11T14:13:15.821041] [INFO ] [sig       ] [1317/1823] Completed QD in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.1m
[2025-10-11T14:13:15.821083] [INFO ] [sig       ] [1318/1823] Forecasting QUAD...
[2025-10-11T14:13:15.821114] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-10-11T14:13:15.821146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-10-11T14:13:15.829298] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QUAD'.
[2025-10-11T14:13:15.829561] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-10-11T14:13:15.854175] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:15.854903] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-10-11T14:13:15.854965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:15.854998] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:15.855025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:15.855082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:15.872455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:15.873026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:15.873105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:15.873138] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:15.909526] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:15.909601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:15.909637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:15.909709] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:15.912738] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-10-11T14:13:15.912989] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-10-11T14:13:15.913126] [INFO ] [sig       ] QUAD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:16.052859] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/QUAD.txt
[2025-10-11T14:13:16.053065] [INFO ] [sig       ] [1318/1823] Completed QUAD in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.1m
[2025-10-11T14:13:16.053107] [INFO ] [sig       ] [1319/1823] Forecasting QVCD...
[2025-10-11T14:13:16.053137] [INFO ] [sig       ] Generating forecast for: QVCD
[2025-10-11T14:13:16.053168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'.
[2025-10-11T14:13:16.061734] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QVCD'.
[2025-10-11T14:13:16.062004] [INFO ] [FORECASTER] Starting predict_future for QVCD
[2025-10-11T14:13:16.087063] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:16.087804] [DEBUG] [LOCAL     ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt
[2025-10-11T14:13:16.087871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:16.087911] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:16.087938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:16.087994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:16.105069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:16.105603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:16.105706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:16.105752] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:16.144297] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:16.144408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:16.144466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:16.144519] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:16.148097] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-10-11T14:13:16.148443] [INFO ] [FORECASTER] Completed predict_future for QVCD
[2025-10-11T14:13:16.148610] [INFO ] [sig       ] QVCD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:16.289325] [INFO ] [LOCAL     ] Saved forecast: QVCD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/QVCD.txt
[2025-10-11T14:13:16.289541] [INFO ] [sig       ] [1319/1823] Completed QVCD in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.1m
[2025-10-11T14:13:16.289602] [INFO ] [sig       ] [1320/1823] Forecasting RBOT...
[2025-10-11T14:13:16.289635] [INFO ] [sig       ] Generating forecast for: RBOT
[2025-10-11T14:13:16.289717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'.
[2025-10-11T14:13:16.299213] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBOT'.
[2025-10-11T14:13:16.299490] [INFO ] [FORECASTER] Starting predict_future for RBOT
[2025-10-11T14:13:16.324956] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:16.325633] [DEBUG] [LOCAL     ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt
[2025-10-11T14:13:16.325713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:16.325750] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:16.325777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:16.325886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:16.343380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:16.343945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:16.344025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:16.344058] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:16.380983] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:16.381069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:16.381104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:16.381132] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:16.384209] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-10-11T14:13:16.384456] [INFO ] [FORECASTER] Completed predict_future for RBOT
[2025-10-11T14:13:16.384592] [INFO ] [sig       ] RBOT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:16.525421] [INFO ] [LOCAL     ] Saved forecast: RBOT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RBOT.txt
[2025-10-11T14:13:16.525624] [INFO ] [sig       ] [1320/1823] Completed RBOT in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.1m
[2025-10-11T14:13:16.525707] [INFO ] [sig       ] [1321/1823] Forecasting RC...
[2025-10-11T14:13:16.525751] [INFO ] [sig       ] Generating forecast for: RC
[2025-10-11T14:13:16.525785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-10-11T14:13:16.535508] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RC'.
[2025-10-11T14:13:16.535883] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-10-11T14:13:16.561256] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:16.562028] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-10-11T14:13:16.562083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:16.562116] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:16.562144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:16.562202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:16.579057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:16.579601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:16.579707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:16.579755] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:16.622738] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:16.622845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:16.622889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:16.622918] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:16.626178] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=76.37%)
[2025-10-11T14:13:16.626441] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-10-11T14:13:16.626604] [INFO ] [sig       ] RC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:16.768692] [INFO ] [LOCAL     ] Saved forecast: RC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RC.txt
[2025-10-11T14:13:16.769129] [INFO ] [sig       ] [1321/1823] Completed RC in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:16.769189] [INFO ] [sig       ] [1322/1823] Forecasting RCS...
[2025-10-11T14:13:16.769223] [INFO ] [sig       ] Generating forecast for: RCS
[2025-10-11T14:13:16.769256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-10-11T14:13:16.777814] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RCS'.
[2025-10-11T14:13:16.778069] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-10-11T14:13:16.803082] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:16.803807] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-10-11T14:13:16.803862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:16.803897] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:16.803926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:16.803984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:16.821147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:16.821731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:16.821815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:16.821852] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:16.856600] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:16.856719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:16.856765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:16.856813] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:16.860002] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-10-11T14:13:16.860258] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-10-11T14:13:16.860391] [INFO ] [sig       ] RCS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:17.006869] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RCS.txt
[2025-10-11T14:13:17.007187] [INFO ] [sig       ] [1322/1823] Completed RCS in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:17.007237] [INFO ] [sig       ] [1323/1823] Forecasting RERE...
[2025-10-11T14:13:17.007269] [INFO ] [sig       ] Generating forecast for: RERE
[2025-10-11T14:13:17.007304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-10-11T14:13:17.016391] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RERE'.
[2025-10-11T14:13:17.016826] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-10-11T14:13:17.048711] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:17.049759] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-10-11T14:13:17.049826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:17.049867] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:17.049896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:17.049966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:17.069268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:17.070001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:17.070087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:17.070123] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:17.108704] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:17.108837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:17.108907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:17.108939] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:17.114094] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-10-11T14:13:17.114367] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-10-11T14:13:17.114506] [INFO ] [sig       ] RERE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:17.254461] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RERE.txt
[2025-10-11T14:13:17.254701] [INFO ] [sig       ] [1323/1823] Completed RERE in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:17.254761] [INFO ] [sig       ] [1324/1823] Forecasting RES...
[2025-10-11T14:13:17.254795] [INFO ] [sig       ] Generating forecast for: RES
[2025-10-11T14:13:17.254827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-10-11T14:13:17.263922] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RES'.
[2025-10-11T14:13:17.264234] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-10-11T14:13:17.290116] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:17.290884] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-10-11T14:13:17.290940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:17.290974] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:17.291002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:17.291061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:17.308594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:17.309227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:17.309309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:17.309344] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:17.345417] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:17.345495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:17.345530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:17.345558] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:17.348698] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-10-11T14:13:17.348963] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-10-11T14:13:17.349103] [INFO ] [sig       ] RES: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:17.493515] [INFO ] [LOCAL     ] Saved forecast: RES	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RES.txt
[2025-10-11T14:13:17.493832] [INFO ] [sig       ] [1324/1823] Completed RES in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:17.493894] [INFO ] [sig       ] [1325/1823] Forecasting RFI...
[2025-10-11T14:13:17.493928] [INFO ] [sig       ] Generating forecast for: RFI
[2025-10-11T14:13:17.493969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-10-11T14:13:17.503876] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFI'.
[2025-10-11T14:13:17.504220] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-10-11T14:13:17.530282] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:17.531032] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-10-11T14:13:17.531099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:17.531133] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:17.531161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:17.531219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:17.548999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:17.549613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:17.549739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:17.549795] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:17.588353] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:17.588438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:17.588497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:17.588560] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:17.591823] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2025-10-11T14:13:17.592082] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-10-11T14:13:17.592221] [INFO ] [sig       ] RFI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:17.734110] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RFI.txt
[2025-10-11T14:13:17.734352] [INFO ] [sig       ] [1325/1823] Completed RFI in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:17.734395] [INFO ] [sig       ] [1326/1823] Forecasting RFL...
[2025-10-11T14:13:17.734425] [INFO ] [sig       ] Generating forecast for: RFL
[2025-10-11T14:13:17.734456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-10-11T14:13:17.743535] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFL'.
[2025-10-11T14:13:17.743815] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-10-11T14:13:17.769108] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:17.769877] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-10-11T14:13:17.769933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:17.769966] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:17.769995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:17.770053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:17.787938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:17.788488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:17.788569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:17.788602] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:17.826818] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:17.826932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:17.826971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:17.827000] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:17.830191] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-10-11T14:13:17.830450] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-10-11T14:13:17.830590] [INFO ] [sig       ] RFL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:17.970640] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RFL.txt
[2025-10-11T14:13:17.970956] [INFO ] [sig       ] [1326/1823] Completed RFL in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:17.971006] [INFO ] [sig       ] [1327/1823] Forecasting RFM...
[2025-10-11T14:13:17.971038] [INFO ] [sig       ] Generating forecast for: RFM
[2025-10-11T14:13:17.971071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-10-11T14:13:17.979625] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFM'.
[2025-10-11T14:13:17.979917] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-10-11T14:13:18.005099] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:18.005844] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-10-11T14:13:18.005899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:18.005932] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:18.005960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:18.006016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:18.023078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:18.023632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:18.023738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:18.023774] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:18.071823] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:18.072034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:18.072110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:18.072162] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:18.075940] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=52.65%)
[2025-10-11T14:13:18.076218] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-10-11T14:13:18.076367] [INFO ] [sig       ] RFM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:18.219258] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RFM.txt
[2025-10-11T14:13:18.219485] [INFO ] [sig       ] [1327/1823] Completed RFM in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:18.219529] [INFO ] [sig       ] [1328/1823] Forecasting RFMZ...
[2025-10-11T14:13:18.219568] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-10-11T14:13:18.219602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-10-11T14:13:18.228553] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RFMZ'.
[2025-10-11T14:13:18.228857] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-10-11T14:13:18.253446] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:18.254186] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-10-11T14:13:18.254242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:18.254276] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:18.254305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:18.254362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:18.271489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:18.272200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:18.272286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:18.272320] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:18.309070] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:18.309209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:18.309248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:18.309278] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:18.312663] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-10-11T14:13:18.312948] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-10-11T14:13:18.313092] [INFO ] [sig       ] RFMZ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:18.461203] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RFMZ.txt
[2025-10-11T14:13:18.461487] [INFO ] [sig       ] [1328/1823] Completed RFMZ in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:18.461548] [INFO ] [sig       ] [1329/1823] Forecasting RGT...
[2025-10-11T14:13:18.461582] [INFO ] [sig       ] Generating forecast for: RGT
[2025-10-11T14:13:18.461615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'.
[2025-10-11T14:13:18.473337] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RGT'.
[2025-10-11T14:13:18.473809] [INFO ] [FORECASTER] Starting predict_future for RGT
[2025-10-11T14:13:18.504231] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:18.505112] [DEBUG] [LOCAL     ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt
[2025-10-11T14:13:18.505173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:18.505209] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:18.505240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:18.505300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:18.527471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:18.528299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:18.528401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:18.528457] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:18.566542] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:18.566699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:18.566752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:18.566785] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:18.570075] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: UP (p=60.85%)
[2025-10-11T14:13:18.570346] [INFO ] [FORECASTER] Completed predict_future for RGT
[2025-10-11T14:13:18.570501] [INFO ] [sig       ] RGT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:18.745190] [INFO ] [LOCAL     ] Saved forecast: RGT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RGT.txt
[2025-10-11T14:13:18.745463] [INFO ] [sig       ] [1329/1823] Completed RGT in 0.3s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:18.745528] [INFO ] [sig       ] [1330/1823] Forecasting RIG...
[2025-10-11T14:13:18.745565] [INFO ] [sig       ] Generating forecast for: RIG
[2025-10-11T14:13:18.745600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-10-11T14:13:18.755460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RIG'.
[2025-10-11T14:13:18.755860] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-10-11T14:13:18.784912] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:18.785846] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-10-11T14:13:18.785904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:18.785939] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:18.785968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:18.786028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:18.807123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:18.807947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:18.808065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:18.808131] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:18.844066] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:18.844179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:18.844217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:18.844246] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:18.847510] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-10-11T14:13:18.847815] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-10-11T14:13:18.847956] [INFO ] [sig       ] RIG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:18.988219] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RIG.txt
[2025-10-11T14:13:18.988442] [INFO ] [sig       ] [1330/1823] Completed RIG in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:18.988485] [INFO ] [sig       ] [1331/1823] Forecasting RLTY...
[2025-10-11T14:13:18.988516] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-10-11T14:13:18.988549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-10-11T14:13:18.997235] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLTY'.
[2025-10-11T14:13:18.997511] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-10-11T14:13:19.022332] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:19.023071] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-10-11T14:13:19.023125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:19.023158] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:19.023186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:19.023242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:19.040048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:19.040617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:19.040879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:19.040922] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:19.073424] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:19.073526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:19.073562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:19.073592] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:19.076745] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=50.65%)
[2025-10-11T14:13:19.077004] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-10-11T14:13:19.077139] [INFO ] [sig       ] RLTY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:19.216526] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RLTY.txt
[2025-10-11T14:13:19.216800] [INFO ] [sig       ] [1331/1823] Completed RLTY in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:19.216862] [INFO ] [sig       ] [1332/1823] Forecasting RLX...
[2025-10-11T14:13:19.216896] [INFO ] [sig       ] Generating forecast for: RLX
[2025-10-11T14:13:19.216929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-10-11T14:13:19.226694] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLX'.
[2025-10-11T14:13:19.227054] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-10-11T14:13:19.253373] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:19.254140] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-10-11T14:13:19.254197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:19.254232] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:19.254261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:19.254338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:19.272214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:19.272839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:19.272923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:19.272958] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:19.311742] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:19.311849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:19.311887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:19.311916] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:19.315175] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-10-11T14:13:19.315442] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-10-11T14:13:19.315586] [INFO ] [sig       ] RLX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:19.538568] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RLX.txt
[2025-10-11T14:13:19.538835] [INFO ] [sig       ] [1332/1823] Completed RLX in 0.3s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:19.538898] [INFO ] [sig       ] [1333/1823] Forecasting RM...
[2025-10-11T14:13:19.538932] [INFO ] [sig       ] Generating forecast for: RM
[2025-10-11T14:13:19.538965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-10-11T14:13:19.548226] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RM'.
[2025-10-11T14:13:19.548508] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-10-11T14:13:19.573698] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:19.574413] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-10-11T14:13:19.574468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:19.574502] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:19.574576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:19.574666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:19.592091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:19.592687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:19.592771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:19.592812] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:19.628349] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:19.628454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:19.628491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:19.628520] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:19.631762] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-10-11T14:13:19.632072] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-10-11T14:13:19.632204] [INFO ] [sig       ] RM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:19.774521] [INFO ] [LOCAL     ] Saved forecast: RM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RM.txt
[2025-10-11T14:13:19.774750] [INFO ] [sig       ] [1333/1823] Completed RM in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:19.774815] [INFO ] [sig       ] [1334/1823] Forecasting RMMZ...
[2025-10-11T14:13:19.774849] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-10-11T14:13:19.774882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-10-11T14:13:19.783814] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMMZ'.
[2025-10-11T14:13:19.784153] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-10-11T14:13:19.809086] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:19.809835] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-10-11T14:13:19.809889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:19.809922] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:19.809949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:19.810006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:19.827051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:19.827597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:19.827701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:19.827750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:19.867016] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:19.867122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:19.867165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:19.867195] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:19.870886] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=30.52%)
[2025-10-11T14:13:19.871151] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-10-11T14:13:19.871293] [INFO ] [sig       ] RMMZ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:20.010777] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RMMZ.txt
[2025-10-11T14:13:20.011028] [INFO ] [sig       ] [1334/1823] Completed RMMZ in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:20.011089] [INFO ] [sig       ] [1335/1823] Forecasting RMT...
[2025-10-11T14:13:20.011131] [INFO ] [sig       ] Generating forecast for: RMT
[2025-10-11T14:13:20.011176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'.
[2025-10-11T14:13:20.020449] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMT'.
[2025-10-11T14:13:20.020758] [INFO ] [FORECASTER] Starting predict_future for RMT
[2025-10-11T14:13:20.046125] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:20.046895] [DEBUG] [LOCAL     ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt
[2025-10-11T14:13:20.046950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:20.046984] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:20.047013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:20.047069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:20.064076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:20.064723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:20.064806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:20.064840] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:20.098755] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:20.098858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:20.098902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:20.098938] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:20.102101] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-10-11T14:13:20.102360] [INFO ] [FORECASTER] Completed predict_future for RMT
[2025-10-11T14:13:20.102493] [INFO ] [sig       ] RMT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:20.241568] [INFO ] [LOCAL     ] Saved forecast: RMT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RMT.txt
[2025-10-11T14:13:20.241784] [INFO ] [sig       ] [1335/1823] Completed RMT in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:20.241845] [INFO ] [sig       ] [1336/1823] Forecasting RNP...
[2025-10-11T14:13:20.241881] [INFO ] [sig       ] Generating forecast for: RNP
[2025-10-11T14:13:20.241915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-10-11T14:13:20.251588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNP'.
[2025-10-11T14:13:20.251964] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-10-11T14:13:20.277055] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:20.277777] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-10-11T14:13:20.277832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:20.277864] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:20.277892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:20.277948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:20.295099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:20.295666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:20.295759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:20.295793] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:20.331103] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:20.331272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:20.331312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:20.331341] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:20.336782] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-10-11T14:13:20.337074] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-10-11T14:13:20.337211] [INFO ] [sig       ] RNP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:20.476519] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RNP.txt
[2025-10-11T14:13:20.476764] [INFO ] [sig       ] [1336/1823] Completed RNP in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:20.476826] [INFO ] [sig       ] [1337/1823] Forecasting RPT...
[2025-10-11T14:13:20.476862] [INFO ] [sig       ] Generating forecast for: RPT
[2025-10-11T14:13:20.476898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPT' from 'https://tdm.silogroup.org/data/derivative_storage/RPT.csv'.
[2025-10-11T14:13:20.485955] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RPT'.
[2025-10-11T14:13:20.486274] [INFO ] [FORECASTER] Starting predict_future for RPT
[2025-10-11T14:13:20.511240] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:20.511963] [DEBUG] [LOCAL     ] No optimal features file found for RPT: ./output/feature-sets/RPT.txt
[2025-10-11T14:13:20.512017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:20.512052] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:20.512079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:20.512136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:20.529016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:20.529581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:20.529687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:20.529740] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:20.562371] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:20.562465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:20.562502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:20.562530] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:20.565612] [DEBUG] [FORECASTER] RPT: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-10-11T14:13:20.565898] [INFO ] [FORECASTER] Completed predict_future for RPT
[2025-10-11T14:13:20.566034] [INFO ] [sig       ] RPT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:20.704931] [INFO ] [LOCAL     ] Saved forecast: RPT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RPT.txt
[2025-10-11T14:13:20.705180] [INFO ] [sig       ] [1337/1823] Completed RPT in 0.2s | 4.09 sym/s | Total: 5.4m | ETA: 2.0m
[2025-10-11T14:13:20.705224] [INFO ] [sig       ] [1338/1823] Forecasting RSF...
[2025-10-11T14:13:20.705254] [INFO ] [sig       ] Generating forecast for: RSF
[2025-10-11T14:13:20.705286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'.
[2025-10-11T14:13:20.714039] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RSF'.
[2025-10-11T14:13:20.714330] [INFO ] [FORECASTER] Starting predict_future for RSF
[2025-10-11T14:13:20.739166] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:20.739915] [DEBUG] [LOCAL     ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt
[2025-10-11T14:13:20.739968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:20.740002] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:20.740030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:20.740086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:20.756908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:20.757441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:20.757556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:20.757606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:20.791106] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:20.791196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:20.791232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:20.791261] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:20.794316] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: DOWN (p=46.74%)
[2025-10-11T14:13:20.794570] [INFO ] [FORECASTER] Completed predict_future for RSF
[2025-10-11T14:13:20.794733] [INFO ] [sig       ] RSF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:20.932596] [INFO ] [LOCAL     ] Saved forecast: RSF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RSF.txt
[2025-10-11T14:13:20.932823] [INFO ] [sig       ] [1338/1823] Completed RSF in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 2.0m
[2025-10-11T14:13:20.932880] [INFO ] [sig       ] [1339/1823] Forecasting RSKD...
[2025-10-11T14:13:20.932912] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-10-11T14:13:20.932943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-10-11T14:13:20.941266] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RSKD'.
[2025-10-11T14:13:20.941512] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-10-11T14:13:20.966173] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:20.966917] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-10-11T14:13:20.966971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:20.967004] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:20.967031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:20.967088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:20.983911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:20.984439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:20.984518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:20.984551] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:21.017598] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:21.017699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:21.017745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:21.017775] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:21.020766] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-10-11T14:13:21.021016] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-10-11T14:13:21.021144] [INFO ] [sig       ] RSKD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:21.165239] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RSKD.txt
[2025-10-11T14:13:21.165500] [INFO ] [sig       ] [1339/1823] Completed RSKD in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 2.0m
[2025-10-11T14:13:21.165561] [INFO ] [sig       ] [1340/1823] Forecasting RWT...
[2025-10-11T14:13:21.165595] [INFO ] [sig       ] Generating forecast for: RWT
[2025-10-11T14:13:21.165636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'.
[2025-10-11T14:13:21.174474] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RWT'.
[2025-10-11T14:13:21.174750] [INFO ] [FORECASTER] Starting predict_future for RWT
[2025-10-11T14:13:21.200046] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:21.200759] [DEBUG] [LOCAL     ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt
[2025-10-11T14:13:21.200827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:21.200870] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:21.200923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:21.200985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:21.218097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:21.218708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:21.218791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:21.218825] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:21.251837] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:21.251915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:21.251950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:21.251978] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:21.254992] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-10-11T14:13:21.255250] [INFO ] [FORECASTER] Completed predict_future for RWT
[2025-10-11T14:13:21.255377] [INFO ] [sig       ] RWT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:21.394675] [INFO ] [LOCAL     ] Saved forecast: RWT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RWT.txt
[2025-10-11T14:13:21.394874] [INFO ] [sig       ] [1340/1823] Completed RWT in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 2.0m
[2025-10-11T14:13:21.394917] [INFO ] [sig       ] [1341/1823] Forecasting RXO...
[2025-10-11T14:13:21.394948] [INFO ] [sig       ] Generating forecast for: RXO
[2025-10-11T14:13:21.394978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-10-11T14:13:21.403536] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RXO'.
[2025-10-11T14:13:21.403815] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-10-11T14:13:21.428638] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:21.429372] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-10-11T14:13:21.429425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:21.429459] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:21.429486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:21.429543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:21.446401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:21.446992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:21.447072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:21.447106] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:21.480496] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:21.480572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:21.480607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:21.480635] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:21.483676] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-10-11T14:13:21.483931] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-10-11T14:13:21.484071] [INFO ] [sig       ] RXO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:21.634409] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RXO.txt
[2025-10-11T14:13:21.634582] [INFO ] [sig       ] [1341/1823] Completed RXO in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 2.0m
[2025-10-11T14:13:21.634624] [INFO ] [sig       ] [1342/1823] Forecasting RY...
[2025-10-11T14:13:21.634688] [INFO ] [sig       ] Generating forecast for: RY
[2025-10-11T14:13:21.634745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-10-11T14:13:21.643419] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RY'.
[2025-10-11T14:13:21.643697] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-10-11T14:13:21.669508] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:21.670257] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-10-11T14:13:21.670313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:21.670349] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:21.670377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:21.670435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:21.688242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:21.689216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:21.689306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:21.689341] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:21.727948] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:21.728104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:21.728146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:21.728176] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:21.731699] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-10-11T14:13:21.731990] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-10-11T14:13:21.732142] [INFO ] [sig       ] RY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:21.898278] [INFO ] [LOCAL     ] Saved forecast: RY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RY.txt
[2025-10-11T14:13:21.898553] [INFO ] [sig       ] [1342/1823] Completed RY in 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 2.0m
[2025-10-11T14:13:21.898615] [INFO ] [sig       ] [1343/1823] Forecasting RYAM...
[2025-10-11T14:13:21.898678] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-10-11T14:13:21.898730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-10-11T14:13:21.908329] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYAM'.
[2025-10-11T14:13:21.908591] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-10-11T14:13:21.934430] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:21.935142] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-10-11T14:13:21.935197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:21.935230] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:21.935258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:21.935315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:21.952149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:21.952877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:21.952963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:21.952997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:21.988904] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:21.988998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:21.989035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:21.989063] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:21.992141] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=43.30%)
[2025-10-11T14:13:21.992416] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-10-11T14:13:21.992554] [INFO ] [sig       ] RYAM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:22.132462] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RYAM.txt
[2025-10-11T14:13:22.132739] [INFO ] [sig       ] [1343/1823] Completed RYAM in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 2.0m
[2025-10-11T14:13:22.132802] [INFO ] [sig       ] [1344/1823] Forecasting RYAN...
[2025-10-11T14:13:22.132835] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-10-11T14:13:22.132868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-10-11T14:13:22.143263] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYAN'.
[2025-10-11T14:13:22.143794] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-10-11T14:13:22.169900] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:22.170706] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-10-11T14:13:22.170763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:22.170798] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:22.170826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:22.170883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:22.188018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:22.188810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:22.188901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:22.188937] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:22.234916] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:22.235114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:22.235159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:22.235188] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:22.238975] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-10-11T14:13:22.239264] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-10-11T14:13:22.239415] [INFO ] [sig       ] RYAN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:22.393011] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RYAN.txt
[2025-10-11T14:13:22.393304] [INFO ] [sig       ] [1344/1823] Completed RYAN in 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 2.0m
[2025-10-11T14:13:22.393351] [INFO ] [sig       ] [1345/1823] Forecasting RYI...
[2025-10-11T14:13:22.393383] [INFO ] [sig       ] Generating forecast for: RYI
[2025-10-11T14:13:22.393416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-10-11T14:13:22.403953] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYI'.
[2025-10-11T14:13:22.404425] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-10-11T14:13:22.430263] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:22.431069] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-10-11T14:13:22.431126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:22.431161] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:22.431190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:22.431248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:22.449913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:22.450909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:22.451027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:22.451062] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:22.494486] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:22.494571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:22.494608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:22.494637] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:22.497882] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-10-11T14:13:22.498192] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-10-11T14:13:22.498343] [INFO ] [sig       ] RYI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:22.637724] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RYI.txt
[2025-10-11T14:13:22.637973] [INFO ] [sig       ] [1345/1823] Completed RYI in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:22.638030] [INFO ] [sig       ] [1346/1823] Forecasting RYN...
[2025-10-11T14:13:22.638062] [INFO ] [sig       ] Generating forecast for: RYN
[2025-10-11T14:13:22.638094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-10-11T14:13:22.648514] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYN'.
[2025-10-11T14:13:22.648985] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-10-11T14:13:22.674982] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:22.675807] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-10-11T14:13:22.675862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:22.675957] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:22.675995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:22.676054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:22.693474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:22.694380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:22.694471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:22.694505] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:22.733489] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:22.733582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:22.733619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:22.733678] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:22.736843] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-10-11T14:13:22.737104] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-10-11T14:13:22.737248] [INFO ] [sig       ] RYN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:22.878206] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/RYN.txt
[2025-10-11T14:13:22.878428] [INFO ] [sig       ] [1346/1823] Completed RYN in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:22.878471] [INFO ] [sig       ] [1347/1823] Forecasting RZB...
[2025-10-11T14:13:22.878501] [INFO ] [sig       ] Generating forecast for: RZB
[2025-10-11T14:13:22.878532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-10-11T14:13:22.887922] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RZB'.
[2025-10-11T14:13:22.888198] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-10-11T14:13:22.913237] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:22.913973] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-10-11T14:13:22.914041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:22.914074] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:22.914102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:22.914159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:22.931530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:22.932105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:22.932185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:22.932218] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:22.979344] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:22.979615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:22.979729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:22.979793] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:22.984191] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-10-11T14:13:22.984526] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-10-11T14:13:22.984743] [INFO ] [sig       ] RZB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:23.128393] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RZB.txt
[2025-10-11T14:13:23.128681] [INFO ] [sig       ] [1347/1823] Completed RZB in 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:23.128764] [INFO ] [sig       ] [1348/1823] Forecasting RZC...
[2025-10-11T14:13:23.128828] [INFO ] [sig       ] Generating forecast for: RZC
[2025-10-11T14:13:23.128886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-10-11T14:13:23.139355] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RZC'.
[2025-10-11T14:13:23.139806] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-10-11T14:13:23.165763] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:23.166540] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-10-11T14:13:23.166671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:23.166725] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:23.166756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:23.166825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:23.183932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:23.184724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:23.184826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:23.184880] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:23.220771] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:23.220970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:23.221015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:23.221047] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:23.224856] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-10-11T14:13:23.225155] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-10-11T14:13:23.225308] [INFO ] [sig       ] RZC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:23.367265] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/RZC.txt
[2025-10-11T14:13:23.367501] [INFO ] [sig       ] [1348/1823] Completed RZC in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:23.367546] [INFO ] [sig       ] [1349/1823] Forecasting S...
[2025-10-11T14:13:23.367579] [INFO ] [sig       ] Generating forecast for: S
[2025-10-11T14:13:23.367619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-10-11T14:13:23.378175] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'S'.
[2025-10-11T14:13:23.378676] [INFO ] [FORECASTER] Starting predict_future for S
[2025-10-11T14:13:23.405259] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:23.406080] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-10-11T14:13:23.406134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:23.406169] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:23.406197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:23.406257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:23.423884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:23.424869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:23.424990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:23.425026] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:23.466242] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:23.466451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:23.466503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:23.466533] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:23.471364] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=27.08%)
[2025-10-11T14:13:23.471947] [INFO ] [FORECASTER] Completed predict_future for S
[2025-10-11T14:13:23.472172] [INFO ] [sig       ] S: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:23.679049] [INFO ] [LOCAL     ] Saved forecast: S	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/S.txt
[2025-10-11T14:13:23.679427] [INFO ] [sig       ] [1349/1823] Completed S in 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:23.679504] [INFO ] [sig       ] [1350/1823] Forecasting SA...
[2025-10-11T14:13:23.679557] [INFO ] [sig       ] Generating forecast for: SA
[2025-10-11T14:13:23.679612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-10-11T14:13:23.692669] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SA'.
[2025-10-11T14:13:23.693410] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-10-11T14:13:23.735855] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:23.737143] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-10-11T14:13:23.737221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:23.737270] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:23.737309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:23.737392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:23.761001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:23.762079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:23.762189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:23.762231] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:23.803848] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:23.804087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:23.804167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:23.804236] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:23.809050] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-10-11T14:13:23.809440] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-10-11T14:13:23.809621] [INFO ] [sig       ] SA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:23.984955] [INFO ] [LOCAL     ] Saved forecast: SA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SA.txt
[2025-10-11T14:13:23.985355] [INFO ] [sig       ] [1350/1823] Completed SA in 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:23.985427] [INFO ] [sig       ] [1351/1823] Forecasting SABA...
[2025-10-11T14:13:23.985468] [INFO ] [sig       ] Generating forecast for: SABA
[2025-10-11T14:13:23.985509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SABA' from 'https://tdm.silogroup.org/data/derivative_storage/SABA.csv'.
[2025-10-11T14:13:23.999004] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SABA'.
[2025-10-11T14:13:23.999586] [INFO ] [FORECASTER] Starting predict_future for SABA
[2025-10-11T14:13:24.040446] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:24.041734] [DEBUG] [LOCAL     ] No optimal features file found for SABA: ./output/feature-sets/SABA.txt
[2025-10-11T14:13:24.041838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:24.041887] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:24.041934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:24.042038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:24.069417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:24.070707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:24.070843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:24.070895] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:24.120679] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:24.120866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:24.120916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:24.120949] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:24.125852] [DEBUG] [FORECASTER] SABA: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-10-11T14:13:24.126312] [INFO ] [FORECASTER] Completed predict_future for SABA
[2025-10-11T14:13:24.126518] [INFO ] [sig       ] SABA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:24.364534] [INFO ] [LOCAL     ] Saved forecast: SABA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SABA.txt
[2025-10-11T14:13:24.364966] [INFO ] [sig       ] [1351/1823] Completed SABA in 0.4s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:24.365048] [INFO ] [sig       ] [1352/1823] Forecasting SAFE...
[2025-10-11T14:13:24.365102] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-10-11T14:13:24.365158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-10-11T14:13:24.378222] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAFE'.
[2025-10-11T14:13:24.378761] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-10-11T14:13:24.411765] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:24.412759] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-10-11T14:13:24.412829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:24.412872] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:24.412903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:24.412962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:24.434334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:24.435704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:24.435830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:24.435926] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:24.483623] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:24.483836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:24.483887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:24.483919] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:24.487615] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-10-11T14:13:24.487974] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-10-11T14:13:24.488171] [INFO ] [sig       ] SAFE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:24.664950] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SAFE.txt
[2025-10-11T14:13:24.665259] [INFO ] [sig       ] [1352/1823] Completed SAFE in 0.3s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:24.665308] [INFO ] [sig       ] [1353/1823] Forecasting SAH...
[2025-10-11T14:13:24.665341] [INFO ] [sig       ] Generating forecast for: SAH
[2025-10-11T14:13:24.665374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-10-11T14:13:24.676897] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAH'.
[2025-10-11T14:13:24.677430] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-10-11T14:13:24.706073] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:24.707384] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-10-11T14:13:24.707443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:24.707480] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:24.707509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:24.707571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:24.726943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:24.727925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:24.728018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:24.728054] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:24.775878] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:24.776083] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:24.776130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:24.776163] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:24.780475] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=21.74%)
[2025-10-11T14:13:24.780839] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-10-11T14:13:24.781009] [INFO ] [sig       ] SAH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:24.931037] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SAH.txt
[2025-10-11T14:13:24.931297] [INFO ] [sig       ] [1353/1823] Completed SAH in 0.3s | 4.08 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:24.931343] [INFO ] [sig       ] [1354/1823] Forecasting SAM...
[2025-10-11T14:13:24.931374] [INFO ] [sig       ] Generating forecast for: SAM
[2025-10-11T14:13:24.931407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-10-11T14:13:24.941603] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAM'.
[2025-10-11T14:13:24.942111] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-10-11T14:13:24.968449] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:24.969298] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-10-11T14:13:24.969355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:24.969441] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:24.969491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:24.969552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:24.988137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:24.989054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:24.989147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:24.989183] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:25.029764] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:25.029884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:25.029923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:25.029952] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:25.033362] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-10-11T14:13:25.033631] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-10-11T14:13:25.033817] [INFO ] [sig       ] SAM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:25.176912] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SAM.txt
[2025-10-11T14:13:25.177138] [INFO ] [sig       ] [1354/1823] Completed SAM in 0.2s | 4.08 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:25.177180] [INFO ] [sig       ] [1355/1823] Forecasting SAN...
[2025-10-11T14:13:25.177211] [INFO ] [sig       ] Generating forecast for: SAN
[2025-10-11T14:13:25.177242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-10-11T14:13:25.187059] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAN'.
[2025-10-11T14:13:25.187432] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-10-11T14:13:25.213064] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:25.213852] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-10-11T14:13:25.213908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:25.213942] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:25.213970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:25.214028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:25.230937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:25.231508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:25.231596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:25.231630] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:25.275245] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:25.275404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:25.275446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:25.275476] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:25.279071] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-10-11T14:13:25.279362] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-10-11T14:13:25.279514] [INFO ] [sig       ] SAN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:25.435409] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SAN.txt
[2025-10-11T14:13:25.435749] [INFO ] [sig       ] [1355/1823] Completed SAN in 0.3s | 4.08 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:25.435815] [INFO ] [sig       ] [1356/1823] Forecasting SAND...
[2025-10-11T14:13:25.435853] [INFO ] [sig       ] Generating forecast for: SAND
[2025-10-11T14:13:25.435939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAND' from 'https://tdm.silogroup.org/data/derivative_storage/SAND.csv'.
[2025-10-11T14:13:25.445223] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAND'.
[2025-10-11T14:13:25.445485] [INFO ] [FORECASTER] Starting predict_future for SAND
[2025-10-11T14:13:25.470346] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:25.471057] [DEBUG] [LOCAL     ] No optimal features file found for SAND: ./output/feature-sets/SAND.txt
[2025-10-11T14:13:25.471112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:25.471145] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:25.471172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:25.471230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:25.488283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:25.488997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:25.489079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:25.489111] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:25.531968] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:25.532062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:25.532098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:25.532126] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:25.535216] [DEBUG] [FORECASTER] SAND: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-10-11T14:13:25.535469] [INFO ] [FORECASTER] Completed predict_future for SAND
[2025-10-11T14:13:25.535609] [INFO ] [sig       ] SAND: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:25.677145] [INFO ] [LOCAL     ] Saved forecast: SAND	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SAND.txt
[2025-10-11T14:13:25.677450] [INFO ] [sig       ] [1356/1823] Completed SAND in 0.2s | 4.08 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:25.677498] [INFO ] [sig       ] [1357/1823] Forecasting SAP...
[2025-10-11T14:13:25.677530] [INFO ] [sig       ] Generating forecast for: SAP
[2025-10-11T14:13:25.677563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-10-11T14:13:25.686878] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAP'.
[2025-10-11T14:13:25.687145] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-10-11T14:13:25.712766] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:25.713563] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-10-11T14:13:25.713619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:25.713684] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:25.713731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:25.713792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:25.731499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:25.732152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:25.732235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:25.732269] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:25.772474] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:25.772568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:25.772606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:25.772635] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:25.775848] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-10-11T14:13:25.776112] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-10-11T14:13:25.776266] [INFO ] [sig       ] SAP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:25.921001] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SAP.txt
[2025-10-11T14:13:25.921236] [INFO ] [sig       ] [1357/1823] Completed SAP in 0.2s | 4.08 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:25.921280] [INFO ] [sig       ] [1358/1823] Forecasting SAR...
[2025-10-11T14:13:25.921309] [INFO ] [sig       ] Generating forecast for: SAR
[2025-10-11T14:13:25.921340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'.
[2025-10-11T14:13:25.930385] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SAR'.
[2025-10-11T14:13:25.930688] [INFO ] [FORECASTER] Starting predict_future for SAR
[2025-10-11T14:13:25.956012] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:25.956765] [DEBUG] [LOCAL     ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt
[2025-10-11T14:13:25.956820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:25.956855] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:25.956883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:25.956940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:25.973765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:25.974338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:25.974421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:25.974455] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:26.008048] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:26.008185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:26.008226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:26.008259] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:26.011703] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-10-11T14:13:26.012034] [INFO ] [FORECASTER] Completed predict_future for SAR
[2025-10-11T14:13:26.012195] [INFO ] [sig       ] SAR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:26.155367] [INFO ] [LOCAL     ] Saved forecast: SAR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SAR.txt
[2025-10-11T14:13:26.155566] [INFO ] [sig       ] [1358/1823] Completed SAR in 0.2s | 4.08 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:26.155608] [INFO ] [sig       ] [1359/1823] Forecasting SARO...
[2025-10-11T14:13:26.155639] [INFO ] [sig       ] Generating forecast for: SARO
[2025-10-11T14:13:26.155717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARO' from 'https://tdm.silogroup.org/data/derivative_storage/SARO.csv'.
[2025-10-11T14:13:26.164589] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SARO'.
[2025-10-11T14:13:26.164902] [INFO ] [FORECASTER] Starting predict_future for SARO
[2025-10-11T14:13:26.189767] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:26.190494] [DEBUG] [LOCAL     ] No optimal features file found for SARO: ./output/feature-sets/SARO.txt
[2025-10-11T14:13:26.190585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:26.190626] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:26.190691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:26.190764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:26.208377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:26.209034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:26.209116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:26.209151] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:26.241620] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:26.241740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:26.241785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:26.241816] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:26.244968] [DEBUG] [FORECASTER] SARO: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-10-11T14:13:26.245225] [INFO ] [FORECASTER] Completed predict_future for SARO
[2025-10-11T14:13:26.245353] [INFO ] [sig       ] SARO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:26.387108] [INFO ] [LOCAL     ] Saved forecast: SARO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SARO.txt
[2025-10-11T14:13:26.387313] [INFO ] [sig       ] [1359/1823] Completed SARO in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:26.387355] [INFO ] [sig       ] [1360/1823] Forecasting SB...
[2025-10-11T14:13:26.387386] [INFO ] [sig       ] Generating forecast for: SB
[2025-10-11T14:13:26.387419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-10-11T14:13:26.396152] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SB'.
[2025-10-11T14:13:26.396419] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-10-11T14:13:26.422075] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:26.422825] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-10-11T14:13:26.422881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:26.422916] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:26.422945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:26.423002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:26.440313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:26.440893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:26.441011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:26.441058] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:26.471621] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:26.471731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:26.471776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:26.471807] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:26.474913] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=85.49%)
[2025-10-11T14:13:26.475172] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-10-11T14:13:26.475305] [INFO ] [sig       ] SB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:26.623166] [INFO ] [LOCAL     ] Saved forecast: SB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SB.txt
[2025-10-11T14:13:26.623392] [INFO ] [sig       ] [1360/1823] Completed SB in 0.2s | 4.09 sym/s | Total: 5.5m | ETA: 1.9m
[2025-10-11T14:13:26.623435] [INFO ] [sig       ] [1361/1823] Forecasting SBH...
[2025-10-11T14:13:26.623467] [INFO ] [sig       ] Generating forecast for: SBH
[2025-10-11T14:13:26.623499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-10-11T14:13:26.632354] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBH'.
[2025-10-11T14:13:26.632713] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-10-11T14:13:26.658628] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:26.659458] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-10-11T14:13:26.659513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:26.659567] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:26.659596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:26.659676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:26.677075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:26.677628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:26.677739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:26.677777] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:26.710259] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:26.710342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:26.710378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:26.710407] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:26.713476] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2025-10-11T14:13:26.713773] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-10-11T14:13:26.713909] [INFO ] [sig       ] SBH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:26.860669] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SBH.txt
[2025-10-11T14:13:26.860905] [INFO ] [sig       ] [1361/1823] Completed SBH in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.9m
[2025-10-11T14:13:26.860964] [INFO ] [sig       ] [1362/1823] Forecasting SBI...
[2025-10-11T14:13:26.860998] [INFO ] [sig       ] Generating forecast for: SBI
[2025-10-11T14:13:26.861031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-10-11T14:13:26.869874] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBI'.
[2025-10-11T14:13:26.870157] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-10-11T14:13:26.895267] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:26.895983] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-10-11T14:13:26.896037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:26.896070] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:26.896098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:26.896156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:26.913293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:26.913859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:26.913975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:26.914022] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:26.944632] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:26.944762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:26.944819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:26.944851] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:26.947955] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=88.91%)
[2025-10-11T14:13:26.948216] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-10-11T14:13:26.948345] [INFO ] [sig       ] SBI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:27.087050] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SBI.txt
[2025-10-11T14:13:27.087273] [INFO ] [sig       ] [1362/1823] Completed SBI in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.9m
[2025-10-11T14:13:27.087315] [INFO ] [sig       ] [1363/1823] Forecasting SBR...
[2025-10-11T14:13:27.087346] [INFO ] [sig       ] Generating forecast for: SBR
[2025-10-11T14:13:27.087378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'.
[2025-10-11T14:13:27.095242] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBR'.
[2025-10-11T14:13:27.095510] [INFO ] [FORECASTER] Starting predict_future for SBR
[2025-10-11T14:13:27.120446] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:27.121167] [DEBUG] [LOCAL     ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt
[2025-10-11T14:13:27.121220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:27.121254] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:27.121282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:27.121339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:27.138331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:27.138925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:27.139005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:27.139039] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:27.172254] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:27.172340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:27.172376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:27.172405] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:27.175802] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: UP (p=53.14%)
[2025-10-11T14:13:27.176062] [INFO ] [FORECASTER] Completed predict_future for SBR
[2025-10-11T14:13:27.176198] [INFO ] [sig       ] SBR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:27.330918] [INFO ] [LOCAL     ] Saved forecast: SBR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SBR.txt
[2025-10-11T14:13:27.331169] [INFO ] [sig       ] [1363/1823] Completed SBR in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.9m
[2025-10-11T14:13:27.331215] [INFO ] [sig       ] [1364/1823] Forecasting SBS...
[2025-10-11T14:13:27.331246] [INFO ] [sig       ] Generating forecast for: SBS
[2025-10-11T14:13:27.331279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-10-11T14:13:27.340595] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBS'.
[2025-10-11T14:13:27.340933] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-10-11T14:13:27.366997] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:27.367734] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-10-11T14:13:27.367791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:27.367828] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:27.367856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:27.367915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:27.385049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:27.385633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:27.385744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:27.385781] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:27.425439] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:27.425583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:27.425624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:27.425689] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:27.429131] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-10-11T14:13:27.429409] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-10-11T14:13:27.429552] [INFO ] [sig       ] SBS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:27.571919] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SBS.txt
[2025-10-11T14:13:27.572172] [INFO ] [sig       ] [1364/1823] Completed SBS in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.9m
[2025-10-11T14:13:27.572215] [INFO ] [sig       ] [1365/1823] Forecasting SBSI...
[2025-10-11T14:13:27.572247] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-10-11T14:13:27.572279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-10-11T14:13:27.581822] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBSI'.
[2025-10-11T14:13:27.582125] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-10-11T14:13:27.607542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:27.608381] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-10-11T14:13:27.608439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:27.608473] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:27.608501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:27.608558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:27.626096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:27.626800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:27.626886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:27.626921] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:27.664771] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:27.664948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:27.664992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:27.665022] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:27.670916] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=77.32%)
[2025-10-11T14:13:27.671206] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-10-11T14:13:27.671358] [INFO ] [sig       ] SBSI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:27.825814] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SBSI.txt
[2025-10-11T14:13:27.826037] [INFO ] [sig       ] [1365/1823] Completed SBSI in 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 1.9m
[2025-10-11T14:13:27.826080] [INFO ] [sig       ] [1366/1823] Forecasting SBSW...
[2025-10-11T14:13:27.826111] [INFO ] [sig       ] Generating forecast for: SBSW
[2025-10-11T14:13:27.826143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'.
[2025-10-11T14:13:27.835859] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SBSW'.
[2025-10-11T14:13:27.836265] [INFO ] [FORECASTER] Starting predict_future for SBSW
[2025-10-11T14:13:27.863451] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:27.864321] [DEBUG] [LOCAL     ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt
[2025-10-11T14:13:27.864378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:27.864412] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:27.864439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:27.864496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:27.883592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:27.884311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:27.884401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:27.884435] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:27.922295] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:27.922468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:27.922508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:27.922538] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:27.925896] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-10-11T14:13:27.926201] [INFO ] [FORECASTER] Completed predict_future for SBSW
[2025-10-11T14:13:27.926350] [INFO ] [sig       ] SBSW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:28.077986] [INFO ] [LOCAL     ] Saved forecast: SBSW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SBSW.txt
[2025-10-11T14:13:28.078269] [INFO ] [sig       ] [1366/1823] Completed SBSW in 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 1.9m
[2025-10-11T14:13:28.078314] [INFO ] [sig       ] [1367/1823] Forecasting SCCO...
[2025-10-11T14:13:28.078346] [INFO ] [sig       ] Generating forecast for: SCCO
[2025-10-11T14:13:28.078378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCCO' from 'https://tdm.silogroup.org/data/derivative_storage/SCCO.csv'.
[2025-10-11T14:13:28.087210] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCCO'.
[2025-10-11T14:13:28.087475] [INFO ] [FORECASTER] Starting predict_future for SCCO
[2025-10-11T14:13:28.114957] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:28.115811] [DEBUG] [LOCAL     ] No optimal features file found for SCCO: ./output/feature-sets/SCCO.txt
[2025-10-11T14:13:28.115867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:28.115901] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:28.115930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:28.115989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:28.134087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:28.134965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:28.135055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:28.135089] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:28.173269] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:28.173443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:28.173487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:28.173517] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:28.177069] [DEBUG] [FORECASTER] SCCO: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-10-11T14:13:28.177354] [INFO ] [FORECASTER] Completed predict_future for SCCO
[2025-10-11T14:13:28.177501] [INFO ] [sig       ] SCCO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:28.320460] [INFO ] [LOCAL     ] Saved forecast: SCCO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SCCO.txt
[2025-10-11T14:13:28.320782] [INFO ] [sig       ] [1367/1823] Completed SCCO in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.9m
[2025-10-11T14:13:28.320845] [INFO ] [sig       ] [1368/1823] Forecasting SCD...
[2025-10-11T14:13:28.320881] [INFO ] [sig       ] Generating forecast for: SCD
[2025-10-11T14:13:28.320914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-10-11T14:13:28.329399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCD'.
[2025-10-11T14:13:28.329711] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-10-11T14:13:28.354634] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:28.355351] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-10-11T14:13:28.355405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:28.355454] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:28.355483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:28.355540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:28.372502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:28.373078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:28.373165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:28.373199] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:28.409217] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:28.409299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:28.409334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:28.409362] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:28.412457] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-10-11T14:13:28.412777] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-10-11T14:13:28.412930] [INFO ] [sig       ] SCD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:28.559831] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SCD.txt
[2025-10-11T14:13:28.560036] [INFO ] [sig       ] [1368/1823] Completed SCD in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.9m
[2025-10-11T14:13:28.560120] [INFO ] [sig       ] [1369/1823] Forecasting SCHW...
[2025-10-11T14:13:28.560159] [INFO ] [sig       ] Generating forecast for: SCHW
[2025-10-11T14:13:28.560192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'.
[2025-10-11T14:13:28.572060] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCHW'.
[2025-10-11T14:13:28.572342] [INFO ] [FORECASTER] Starting predict_future for SCHW
[2025-10-11T14:13:28.598211] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:28.598939] [DEBUG] [LOCAL     ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt
[2025-10-11T14:13:28.598995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:28.599037] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:28.599071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:28.599141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:28.617265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:28.617946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:28.618031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:28.618066] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:28.654867] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:28.654991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:28.655037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:28.655071] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:28.658515] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-10-11T14:13:28.658822] [INFO ] [FORECASTER] Completed predict_future for SCHW
[2025-10-11T14:13:28.658966] [INFO ] [sig       ] SCHW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:28.803784] [INFO ] [LOCAL     ] Saved forecast: SCHW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SCHW.txt
[2025-10-11T14:13:28.804006] [INFO ] [sig       ] [1369/1823] Completed SCHW in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.9m
[2025-10-11T14:13:28.804050] [INFO ] [sig       ] [1370/1823] Forecasting SCI...
[2025-10-11T14:13:28.804081] [INFO ] [sig       ] Generating forecast for: SCI
[2025-10-11T14:13:28.804113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-10-11T14:13:28.812551] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCI'.
[2025-10-11T14:13:28.812834] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-10-11T14:13:28.838769] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:28.839490] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-10-11T14:13:28.839544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:28.839578] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:28.839606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:28.839684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:28.856975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:28.857527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:28.857613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:28.857675] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:28.899712] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:28.899806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:28.899843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:28.899871] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:28.902979] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-10-11T14:13:28.903234] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-10-11T14:13:28.903371] [INFO ] [sig       ] SCI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:29.045149] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SCI.txt
[2025-10-11T14:13:29.045370] [INFO ] [sig       ] [1370/1823] Completed SCI in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:29.045413] [INFO ] [sig       ] [1371/1823] Forecasting SCL...
[2025-10-11T14:13:29.045444] [INFO ] [sig       ] Generating forecast for: SCL
[2025-10-11T14:13:29.045476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-10-11T14:13:29.054851] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCL'.
[2025-10-11T14:13:29.055150] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-10-11T14:13:29.080561] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:29.081369] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-10-11T14:13:29.081423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:29.081456] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:29.081484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:29.081541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:29.098568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:29.099136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:29.099217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:29.099250] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:29.138117] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:29.138213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:29.138250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:29.138279] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:29.141411] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=32.81%)
[2025-10-11T14:13:29.141696] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-10-11T14:13:29.141841] [INFO ] [sig       ] SCL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:29.288115] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SCL.txt
[2025-10-11T14:13:29.288413] [INFO ] [sig       ] [1371/1823] Completed SCL in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:29.288468] [INFO ] [sig       ] [1372/1823] Forecasting SCM...
[2025-10-11T14:13:29.288501] [INFO ] [sig       ] Generating forecast for: SCM
[2025-10-11T14:13:29.288535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-10-11T14:13:29.297813] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCM'.
[2025-10-11T14:13:29.298108] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-10-11T14:13:29.323974] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:29.324698] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-10-11T14:13:29.324756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:29.324791] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:29.324822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:29.324884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:29.342231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:29.342816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:29.342897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:29.342930] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:29.379902] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:29.380008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:29.380045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:29.380074] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:29.383295] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=49.28%)
[2025-10-11T14:13:29.383559] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-10-11T14:13:29.383735] [INFO ] [sig       ] SCM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:29.522067] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SCM.txt
[2025-10-11T14:13:29.522274] [INFO ] [sig       ] [1372/1823] Completed SCM in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:29.522317] [INFO ] [sig       ] [1373/1823] Forecasting SCS...
[2025-10-11T14:13:29.522348] [INFO ] [sig       ] Generating forecast for: SCS
[2025-10-11T14:13:29.522380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-10-11T14:13:29.531668] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SCS'.
[2025-10-11T14:13:29.531944] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-10-11T14:13:29.556604] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:29.557334] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-10-11T14:13:29.557388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:29.557421] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:29.557448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:29.557505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:29.574349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:29.574938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:29.575019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:29.575053] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:29.612609] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:29.612734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:29.612781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:29.612810] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:29.616732] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-10-11T14:13:29.616989] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-10-11T14:13:29.617131] [INFO ] [sig       ] SCS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:29.762560] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SCS.txt
[2025-10-11T14:13:29.762824] [INFO ] [sig       ] [1373/1823] Completed SCS in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:29.762886] [INFO ] [sig       ] [1374/1823] Forecasting SD...
[2025-10-11T14:13:29.762920] [INFO ] [sig       ] Generating forecast for: SD
[2025-10-11T14:13:29.762952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-10-11T14:13:29.775314] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SD'.
[2025-10-11T14:13:29.775699] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-10-11T14:13:29.800611] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:29.801319] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-10-11T14:13:29.801374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:29.801407] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:29.801435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:29.801492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:29.818394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:29.818963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:29.819042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:29.819076] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:29.857492] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:29.857571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:29.857608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:29.857636] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:29.860717] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2025-10-11T14:13:29.860967] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-10-11T14:13:29.861106] [INFO ] [sig       ] SD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:30.001488] [INFO ] [LOCAL     ] Saved forecast: SD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SD.txt
[2025-10-11T14:13:30.001787] [INFO ] [sig       ] [1374/1823] Completed SD in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:30.001850] [INFO ] [sig       ] [1375/1823] Forecasting SDHC...
[2025-10-11T14:13:30.001884] [INFO ] [sig       ] Generating forecast for: SDHC
[2025-10-11T14:13:30.001917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHC' from 'https://tdm.silogroup.org/data/derivative_storage/SDHC.csv'.
[2025-10-11T14:13:30.011695] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SDHC'.
[2025-10-11T14:13:30.012034] [INFO ] [FORECASTER] Starting predict_future for SDHC
[2025-10-11T14:13:30.037241] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:30.037979] [DEBUG] [LOCAL     ] No optimal features file found for SDHC: ./output/feature-sets/SDHC.txt
[2025-10-11T14:13:30.038034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:30.038084] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:30.038113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:30.038219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:30.055318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:30.055906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:30.055987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:30.056021] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:30.094281] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:30.094427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:30.094468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:30.094496] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:30.098006] [DEBUG] [FORECASTER] SDHC: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-10-11T14:13:30.098277] [INFO ] [FORECASTER] Completed predict_future for SDHC
[2025-10-11T14:13:30.098422] [INFO ] [sig       ] SDHC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:30.242027] [INFO ] [LOCAL     ] Saved forecast: SDHC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SDHC.txt
[2025-10-11T14:13:30.242274] [INFO ] [sig       ] [1375/1823] Completed SDHC in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:30.242317] [INFO ] [sig       ] [1376/1823] Forecasting SDHY...
[2025-10-11T14:13:30.242346] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-10-11T14:13:30.242378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-10-11T14:13:30.252437] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SDHY'.
[2025-10-11T14:13:30.252737] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-10-11T14:13:30.277991] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:30.278692] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-10-11T14:13:30.278748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:30.278781] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:30.278809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:30.278864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:30.296080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:30.297001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:30.297100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:30.297141] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:30.336346] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:30.336523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:30.336566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:30.336636] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:30.340186] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-10-11T14:13:30.340458] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-10-11T14:13:30.340605] [INFO ] [sig       ] SDHY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:30.481529] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SDHY.txt
[2025-10-11T14:13:30.481905] [INFO ] [sig       ] [1376/1823] Completed SDHY in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:30.481968] [INFO ] [sig       ] [1377/1823] Forecasting SDRL...
[2025-10-11T14:13:30.482002] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-10-11T14:13:30.482034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-10-11T14:13:30.491621] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SDRL'.
[2025-10-11T14:13:30.491905] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-10-11T14:13:30.516942] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:30.517704] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-10-11T14:13:30.517759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:30.517793] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:30.517820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:30.517877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:30.534918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:30.535459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:30.535543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:30.535576] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:30.574500] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:30.574579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:30.574614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:30.574666] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:30.577802] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-10-11T14:13:30.578052] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-10-11T14:13:30.578195] [INFO ] [sig       ] SDRL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:30.736730] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SDRL.txt
[2025-10-11T14:13:30.736985] [INFO ] [sig       ] [1377/1823] Completed SDRL in 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:30.737030] [INFO ] [sig       ] [1378/1823] Forecasting SE...
[2025-10-11T14:13:30.737066] [INFO ] [sig       ] Generating forecast for: SE
[2025-10-11T14:13:30.737106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-10-11T14:13:30.747235] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SE'.
[2025-10-11T14:13:30.747682] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-10-11T14:13:30.773286] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:30.774011] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-10-11T14:13:30.774070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:30.774112] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:30.774146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:30.774217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:30.792002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:30.792589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:30.792697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:30.792749] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:30.834882] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:30.834963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:30.835032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:30.835063] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:30.841061] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-10-11T14:13:30.841349] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-10-11T14:13:30.841492] [INFO ] [sig       ] SE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:30.984463] [INFO ] [LOCAL     ] Saved forecast: SE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SE.txt
[2025-10-11T14:13:30.984700] [INFO ] [sig       ] [1378/1823] Completed SE in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:30.984761] [INFO ] [sig       ] [1379/1823] Forecasting SEE...
[2025-10-11T14:13:30.984795] [INFO ] [sig       ] Generating forecast for: SEE
[2025-10-11T14:13:30.984827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-10-11T14:13:30.993874] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEE'.
[2025-10-11T14:13:30.994142] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-10-11T14:13:31.019923] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:31.020625] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-10-11T14:13:31.020708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:31.020749] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:31.020778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:31.020837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:31.038512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:31.039134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:31.039219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:31.039254] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:31.082582] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:31.082719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:31.082789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:31.082844] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:31.086408] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=33.47%)
[2025-10-11T14:13:31.086782] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-10-11T14:13:31.086935] [INFO ] [sig       ] SEE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:31.229789] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SEE.txt
[2025-10-11T14:13:31.230027] [INFO ] [sig       ] [1379/1823] Completed SEE in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:31.230084] [INFO ] [sig       ] [1380/1823] Forecasting SEG...
[2025-10-11T14:13:31.230162] [INFO ] [sig       ] Generating forecast for: SEG
[2025-10-11T14:13:31.230217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEG' from 'https://tdm.silogroup.org/data/derivative_storage/SEG.csv'.
[2025-10-11T14:13:31.239273] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEG'.
[2025-10-11T14:13:31.239546] [INFO ] [FORECASTER] Starting predict_future for SEG
[2025-10-11T14:13:31.265539] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:31.266261] [DEBUG] [LOCAL     ] No optimal features file found for SEG: ./output/feature-sets/SEG.txt
[2025-10-11T14:13:31.266316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:31.266352] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:31.266381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:31.266438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:31.284229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:31.284838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:31.284920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:31.284955] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:31.319889] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:31.319967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:31.320022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:31.320052] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:31.323238] [DEBUG] [FORECASTER] SEG: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-10-11T14:13:31.323493] [INFO ] [FORECASTER] Completed predict_future for SEG
[2025-10-11T14:13:31.323628] [INFO ] [sig       ] SEG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:31.466175] [INFO ] [LOCAL     ] Saved forecast: SEG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SEG.txt
[2025-10-11T14:13:31.466362] [INFO ] [sig       ] [1380/1823] Completed SEG in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:31.466405] [INFO ] [sig       ] [1381/1823] Forecasting SEI...
[2025-10-11T14:13:31.466436] [INFO ] [sig       ] Generating forecast for: SEI
[2025-10-11T14:13:31.466468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEI' from 'https://tdm.silogroup.org/data/derivative_storage/SEI.csv'.
[2025-10-11T14:13:31.475121] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEI'.
[2025-10-11T14:13:31.475403] [INFO ] [FORECASTER] Starting predict_future for SEI
[2025-10-11T14:13:31.500761] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:31.501452] [DEBUG] [LOCAL     ] No optimal features file found for SEI: ./output/feature-sets/SEI.txt
[2025-10-11T14:13:31.501507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:31.501540] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:31.501568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:31.501626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:31.519443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:31.520042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:31.520125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:31.520160] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:31.553035] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:31.553126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:31.553164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:31.553193] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:31.556310] [DEBUG] [FORECASTER] SEI: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2025-10-11T14:13:31.556569] [INFO ] [FORECASTER] Completed predict_future for SEI
[2025-10-11T14:13:31.556758] [INFO ] [sig       ] SEI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:31.697298] [INFO ] [LOCAL     ] Saved forecast: SEI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SEI.txt
[2025-10-11T14:13:31.697593] [INFO ] [sig       ] [1381/1823] Completed SEI in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:31.697665] [INFO ] [sig       ] [1382/1823] Forecasting SEM...
[2025-10-11T14:13:31.697720] [INFO ] [sig       ] Generating forecast for: SEM
[2025-10-11T14:13:31.697757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-10-11T14:13:31.708120] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEM'.
[2025-10-11T14:13:31.708486] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-10-11T14:13:31.734039] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:31.734802] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-10-11T14:13:31.734859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:31.734893] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:31.734939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:31.734998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:31.752951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:31.753571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:31.753678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:31.753734] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:31.790863] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:31.791054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:31.791100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:31.791131] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:31.796565] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=30.96%)
[2025-10-11T14:13:31.797136] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-10-11T14:13:31.797385] [INFO ] [sig       ] SEM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:31.950560] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SEM.txt
[2025-10-11T14:13:31.950825] [INFO ] [sig       ] [1382/1823] Completed SEM in 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:31.950886] [INFO ] [sig       ] [1383/1823] Forecasting SEMR...
[2025-10-11T14:13:31.950920] [INFO ] [sig       ] Generating forecast for: SEMR
[2025-10-11T14:13:31.950952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'.
[2025-10-11T14:13:31.960184] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SEMR'.
[2025-10-11T14:13:31.960480] [INFO ] [FORECASTER] Starting predict_future for SEMR
[2025-10-11T14:13:31.986109] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:31.986975] [DEBUG] [LOCAL     ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt
[2025-10-11T14:13:31.987034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:31.987069] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:31.987099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:31.987157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:32.004987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:32.005734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:32.005825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:32.005861] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:32.042444] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:32.042610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:32.042693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:32.042741] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:32.046237] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-10-11T14:13:32.046534] [INFO ] [FORECASTER] Completed predict_future for SEMR
[2025-10-11T14:13:32.046746] [INFO ] [sig       ] SEMR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:32.198487] [INFO ] [LOCAL     ] Saved forecast: SEMR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SEMR.txt
[2025-10-11T14:13:32.198820] [INFO ] [sig       ] [1383/1823] Completed SEMR in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:32.198887] [INFO ] [sig       ] [1384/1823] Forecasting SES...
[2025-10-11T14:13:32.198923] [INFO ] [sig       ] Generating forecast for: SES
[2025-10-11T14:13:32.198957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-10-11T14:13:32.208785] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SES'.
[2025-10-11T14:13:32.209195] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-10-11T14:13:32.235782] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:32.236669] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-10-11T14:13:32.236733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:32.236769] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:32.236798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:32.236856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:32.255965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:32.256968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:32.257062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:32.257099] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:32.300136] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:32.300210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:32.300246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:32.300274] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:32.303328] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=67.10%)
[2025-10-11T14:13:32.303581] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-10-11T14:13:32.303760] [INFO ] [sig       ] SES: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:32.452679] [INFO ] [LOCAL     ] Saved forecast: SES	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SES.txt
[2025-10-11T14:13:32.452957] [INFO ] [sig       ] [1384/1823] Completed SES in 0.3s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:32.453002] [INFO ] [sig       ] [1385/1823] Forecasting SF...
[2025-10-11T14:13:32.453033] [INFO ] [sig       ] Generating forecast for: SF
[2025-10-11T14:13:32.453065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-10-11T14:13:32.462619] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SF'.
[2025-10-11T14:13:32.462982] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-10-11T14:13:32.488720] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:32.489421] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-10-11T14:13:32.489476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:32.489511] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:32.489539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:32.489598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:32.506676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:32.507270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:32.507359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:32.507393] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:32.536929] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:32.537010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:32.537047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:32.537075] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:32.540146] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2025-10-11T14:13:32.540404] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-10-11T14:13:32.540541] [INFO ] [sig       ] SF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:32.680201] [INFO ] [LOCAL     ] Saved forecast: SF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SF.txt
[2025-10-11T14:13:32.680437] [INFO ] [sig       ] [1385/1823] Completed SF in 0.2s | 4.09 sym/s | Total: 5.6m | ETA: 1.8m
[2025-10-11T14:13:32.680481] [INFO ] [sig       ] [1386/1823] Forecasting SFB...
[2025-10-11T14:13:32.680511] [INFO ] [sig       ] Generating forecast for: SFB
[2025-10-11T14:13:32.680542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-10-11T14:13:32.689607] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SFB'.
[2025-10-11T14:13:32.689900] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-10-11T14:13:32.714830] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:32.715493] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-10-11T14:13:32.715546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:32.715579] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:32.715606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:32.715683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:32.732433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:32.733009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:32.733091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:32.733125] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:32.757960] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:32.758037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:32.758073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:32.758101] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:32.761048] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-10-11T14:13:32.761299] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-10-11T14:13:32.761422] [INFO ] [sig       ] SFB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:32.906613] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SFB.txt
[2025-10-11T14:13:32.906920] [INFO ] [sig       ] [1386/1823] Completed SFB in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.8m
[2025-10-11T14:13:32.906968] [INFO ] [sig       ] [1387/1823] Forecasting SFBS...
[2025-10-11T14:13:32.906998] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-10-11T14:13:32.907030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-10-11T14:13:32.915243] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SFBS'.
[2025-10-11T14:13:32.915504] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-10-11T14:13:32.940197] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:32.940896] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-10-11T14:13:32.940950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:32.940983] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:32.941011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:32.941067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:32.957921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:32.958442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:32.958521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:32.958554] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:32.983879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:32.983961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:32.984015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:32.984045] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:32.987039] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-10-11T14:13:32.987292] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-10-11T14:13:32.987414] [INFO ] [sig       ] SFBS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:33.125474] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SFBS.txt
[2025-10-11T14:13:33.125671] [INFO ] [sig       ] [1387/1823] Completed SFBS in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.8m
[2025-10-11T14:13:33.125730] [INFO ] [sig       ] [1388/1823] Forecasting SFL...
[2025-10-11T14:13:33.125764] [INFO ] [sig       ] Generating forecast for: SFL
[2025-10-11T14:13:33.125796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-10-11T14:13:33.134268] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SFL'.
[2025-10-11T14:13:33.134534] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-10-11T14:13:33.159009] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:33.159706] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-10-11T14:13:33.159761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:33.159794] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:33.159869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:33.159936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:33.177033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:33.177555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:33.177635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:33.177708] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:33.205335] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:33.205430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:33.205468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:33.205496] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:33.208696] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=59.13%)
[2025-10-11T14:13:33.208959] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-10-11T14:13:33.209085] [INFO ] [sig       ] SFL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:33.347380] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SFL.txt
[2025-10-11T14:13:33.347554] [INFO ] [sig       ] [1388/1823] Completed SFL in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.8m
[2025-10-11T14:13:33.347596] [INFO ] [sig       ] [1389/1823] Forecasting SG...
[2025-10-11T14:13:33.347627] [INFO ] [sig       ] Generating forecast for: SG
[2025-10-11T14:13:33.347693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-10-11T14:13:33.356264] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SG'.
[2025-10-11T14:13:33.356542] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-10-11T14:13:33.381147] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:33.381875] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-10-11T14:13:33.381928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:33.381961] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:33.381989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:33.382060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:33.399341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:33.399898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:33.399978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:33.400011] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:33.426319] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:33.426399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:33.426435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:33.426464] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:33.429578] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=29.65%)
[2025-10-11T14:13:33.429859] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-10-11T14:13:33.429987] [INFO ] [sig       ] SG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:33.568416] [INFO ] [LOCAL     ] Saved forecast: SG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SG.txt
[2025-10-11T14:13:33.568615] [INFO ] [sig       ] [1389/1823] Completed SG in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.8m
[2025-10-11T14:13:33.568701] [INFO ] [sig       ] [1390/1823] Forecasting SGHC...
[2025-10-11T14:13:33.568749] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-10-11T14:13:33.568783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-10-11T14:13:33.577465] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SGHC'.
[2025-10-11T14:13:33.577769] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-10-11T14:13:33.602511] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:33.603211] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-10-11T14:13:33.603266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:33.603300] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:33.603329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:33.603387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:33.620832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:33.621376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:33.621456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:33.621490] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:33.647069] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:33.647152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:33.647189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:33.647217] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:33.650206] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-10-11T14:13:33.650457] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-10-11T14:13:33.650580] [INFO ] [sig       ] SGHC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:33.789106] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SGHC.txt
[2025-10-11T14:13:33.789307] [INFO ] [sig       ] [1390/1823] Completed SGHC in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.8m
[2025-10-11T14:13:33.789348] [INFO ] [sig       ] [1391/1823] Forecasting SGU...
[2025-10-11T14:13:33.789379] [INFO ] [sig       ] Generating forecast for: SGU
[2025-10-11T14:13:33.789411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'.
[2025-10-11T14:13:33.797515] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SGU'.
[2025-10-11T14:13:33.797818] [INFO ] [FORECASTER] Starting predict_future for SGU
[2025-10-11T14:13:33.822532] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:33.823229] [DEBUG] [LOCAL     ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt
[2025-10-11T14:13:33.823283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:33.823316] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:33.823345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:33.823402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:33.840464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:33.841044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:33.841123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:33.841156] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:33.868978] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:33.869113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:33.869156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:33.869186] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:33.874875] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-10-11T14:13:33.875138] [INFO ] [FORECASTER] Completed predict_future for SGU
[2025-10-11T14:13:33.875261] [INFO ] [sig       ] SGU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:34.015284] [INFO ] [LOCAL     ] Saved forecast: SGU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SGU.txt
[2025-10-11T14:13:34.015458] [INFO ] [sig       ] [1391/1823] Completed SGU in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.8m
[2025-10-11T14:13:34.015500] [INFO ] [sig       ] [1392/1823] Forecasting SHAK...
[2025-10-11T14:13:34.015531] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-10-11T14:13:34.015562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-10-11T14:13:34.024348] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHAK'.
[2025-10-11T14:13:34.024627] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-10-11T14:13:34.049386] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:34.050110] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-10-11T14:13:34.050163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:34.050197] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:34.050224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:34.050280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:34.067464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:34.068024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:34.068102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:34.068136] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:34.102911] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:34.103115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:34.103162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:34.103194] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:34.106871] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=76.00%)
[2025-10-11T14:13:34.107168] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-10-11T14:13:34.107320] [INFO ] [sig       ] SHAK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:34.252292] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SHAK.txt
[2025-10-11T14:13:34.252590] [INFO ] [sig       ] [1392/1823] Completed SHAK in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.8m
[2025-10-11T14:13:34.252638] [INFO ] [sig       ] [1393/1823] Forecasting SHCO...
[2025-10-11T14:13:34.252718] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-10-11T14:13:34.252756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-10-11T14:13:34.261741] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHCO'.
[2025-10-11T14:13:34.262091] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-10-11T14:13:34.289335] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:34.290198] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-10-11T14:13:34.290256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:34.290292] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:34.290321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:34.290380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:34.307313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:34.308260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:34.308353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:34.308389] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:34.344457] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:34.344539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:34.344576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:34.344606] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:34.347713] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-10-11T14:13:34.347972] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-10-11T14:13:34.348112] [INFO ] [sig       ] SHCO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:34.490637] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SHCO.txt
[2025-10-11T14:13:34.490910] [INFO ] [sig       ] [1393/1823] Completed SHCO in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.8m
[2025-10-11T14:13:34.490954] [INFO ] [sig       ] [1394/1823] Forecasting SHEL...
[2025-10-11T14:13:34.490984] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-10-11T14:13:34.491014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-10-11T14:13:34.499357] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHEL'.
[2025-10-11T14:13:34.499610] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-10-11T14:13:34.523975] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:34.524631] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-10-11T14:13:34.524710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:34.524749] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:34.524777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:34.524834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:34.541932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:34.542476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:34.542555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:34.542588] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:34.576614] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:34.576726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:34.576789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:34.576821] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:34.579857] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=64.02%)
[2025-10-11T14:13:34.580108] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-10-11T14:13:34.580604] [INFO ] [sig       ] SHEL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:34.720566] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SHEL.txt
[2025-10-11T14:13:34.720783] [INFO ] [sig       ] [1394/1823] Completed SHEL in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:34.720843] [INFO ] [sig       ] [1395/1823] Forecasting SHG...
[2025-10-11T14:13:34.720877] [INFO ] [sig       ] Generating forecast for: SHG
[2025-10-11T14:13:34.720910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-10-11T14:13:34.733621] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHG'.
[2025-10-11T14:13:34.734031] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-10-11T14:13:34.761198] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:34.762134] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-10-11T14:13:34.762200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:34.762242] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:34.762277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:34.762347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:34.780073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:34.780676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:34.780766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:34.780800] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:34.818469] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:34.818612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:34.818682] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:34.818731] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:34.822143] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-10-11T14:13:34.822419] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-10-11T14:13:34.822562] [INFO ] [sig       ] SHG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:34.972004] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SHG.txt
[2025-10-11T14:13:34.972228] [INFO ] [sig       ] [1395/1823] Completed SHG in 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:34.972271] [INFO ] [sig       ] [1396/1823] Forecasting SHO...
[2025-10-11T14:13:34.972301] [INFO ] [sig       ] Generating forecast for: SHO
[2025-10-11T14:13:34.972333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-10-11T14:13:34.981430] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHO'.
[2025-10-11T14:13:34.981720] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-10-11T14:13:35.006809] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:35.007515] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-10-11T14:13:35.007567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:35.007601] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:35.007628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:35.007738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:35.024634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:35.025203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:35.025286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:35.025320] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:35.063094] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:35.063231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:35.063271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:35.063305] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:35.066725] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-10-11T14:13:35.066991] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-10-11T14:13:35.067129] [INFO ] [sig       ] SHO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:35.207858] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SHO.txt
[2025-10-11T14:13:35.208054] [INFO ] [sig       ] [1396/1823] Completed SHO in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:35.208099] [INFO ] [sig       ] [1397/1823] Forecasting SHOC...
[2025-10-11T14:13:35.208129] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-10-11T14:13:35.208161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-10-11T14:13:35.216298] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'SHOC'.
[2025-10-11T14:13:35.216550] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-10-11T14:13:35.241349] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:35.242059] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-10-11T14:13:35.242113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:35.242147] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:35.242174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:35.242231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:35.259068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:35.259592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:35.259696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:35.259745] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:35.293991] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:35.294073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:35.294107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:35.294135] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:35.297159] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=55.58%)
[2025-10-11T14:13:35.297411] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-10-11T14:13:35.297542] [INFO ] [sig       ] SHOC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:35.437473] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SHOC.txt
[2025-10-11T14:13:35.437711] [INFO ] [sig       ] [1397/1823] Completed SHOC in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:35.437774] [INFO ] [sig       ] [1398/1823] Forecasting SHW...
[2025-10-11T14:13:35.437807] [INFO ] [sig       ] Generating forecast for: SHW
[2025-10-11T14:13:35.437886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'.
[2025-10-11T14:13:35.447052] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SHW'.
[2025-10-11T14:13:35.447320] [INFO ] [FORECASTER] Starting predict_future for SHW
[2025-10-11T14:13:35.471964] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:35.472628] [DEBUG] [LOCAL     ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt
[2025-10-11T14:13:35.472845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:35.472886] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:35.472915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:35.472972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:35.489849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:35.490412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:35.490492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:35.490525] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:35.527608] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:35.527725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:35.527771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:35.527801] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:35.530892] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-10-11T14:13:35.531146] [INFO ] [FORECASTER] Completed predict_future for SHW
[2025-10-11T14:13:35.531280] [INFO ] [sig       ] SHW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:35.674513] [INFO ] [LOCAL     ] Saved forecast: SHW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SHW.txt
[2025-10-11T14:13:35.674820] [INFO ] [sig       ] [1398/1823] Completed SHW in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:35.674885] [INFO ] [sig       ] [1399/1823] Forecasting SID...
[2025-10-11T14:13:35.674919] [INFO ] [sig       ] Generating forecast for: SID
[2025-10-11T14:13:35.674952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-10-11T14:13:35.684676] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SID'.
[2025-10-11T14:13:35.685054] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-10-11T14:13:35.709796] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:35.710497] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-10-11T14:13:35.710552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:35.710586] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:35.710614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:35.710692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:35.727357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:35.727933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:35.728017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:35.728052] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:35.762674] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:35.762782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:35.762820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:35.762848] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:35.765936] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-10-11T14:13:35.766192] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-10-11T14:13:35.766332] [INFO ] [sig       ] SID: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:35.907240] [INFO ] [LOCAL     ] Saved forecast: SID	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SID.txt
[2025-10-11T14:13:35.907510] [INFO ] [sig       ] [1399/1823] Completed SID in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:35.907555] [INFO ] [sig       ] [1400/1823] Forecasting SIG...
[2025-10-11T14:13:35.907586] [INFO ] [sig       ] Generating forecast for: SIG
[2025-10-11T14:13:35.907619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-10-11T14:13:35.919202] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SIG'.
[2025-10-11T14:13:35.919757] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-10-11T14:13:35.959020] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:35.960219] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-10-11T14:13:35.960294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:35.960350] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:35.960401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:35.960495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:35.984992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:35.986029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:35.986130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:35.986167] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:36.029016] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:36.029218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:36.029273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:36.029328] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:36.033507] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-10-11T14:13:36.033932] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-10-11T14:13:36.034102] [INFO ] [sig       ] SIG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:36.210467] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SIG.txt
[2025-10-11T14:13:36.210761] [INFO ] [sig       ] [1400/1823] Completed SIG in 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:36.210826] [INFO ] [sig       ] [1401/1823] Forecasting SII...
[2025-10-11T14:13:36.210861] [INFO ] [sig       ] Generating forecast for: SII
[2025-10-11T14:13:36.210893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-10-11T14:13:36.220186] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SII'.
[2025-10-11T14:13:36.220638] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-10-11T14:13:36.253151] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:36.254143] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-10-11T14:13:36.254256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:36.254311] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:36.254384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:36.254455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:36.272568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:36.273455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:36.273545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:36.273582] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:36.307319] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:36.307515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:36.307559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:36.307609] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:36.311248] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-10-11T14:13:36.311574] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-10-11T14:13:36.311766] [INFO ] [sig       ] SII: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:36.458017] [INFO ] [LOCAL     ] Saved forecast: SII	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SII.txt
[2025-10-11T14:13:36.458280] [INFO ] [sig       ] [1401/1823] Completed SII in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:36.458336] [INFO ] [sig       ] [1402/1823] Forecasting SILA...
[2025-10-11T14:13:36.458374] [INFO ] [sig       ] Generating forecast for: SILA
[2025-10-11T14:13:36.458407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SILA' from 'https://tdm.silogroup.org/data/derivative_storage/SILA.csv'.
[2025-10-11T14:13:36.467554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SILA'.
[2025-10-11T14:13:36.467986] [INFO ] [FORECASTER] Starting predict_future for SILA
[2025-10-11T14:13:36.493703] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:36.494492] [DEBUG] [LOCAL     ] No optimal features file found for SILA: ./output/feature-sets/SILA.txt
[2025-10-11T14:13:36.494547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:36.494582] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:36.494610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:36.494690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:36.512543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:36.513576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:36.513683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:36.513737] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:36.548912] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:36.548999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:36.549034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:36.549063] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:36.552126] [DEBUG] [FORECASTER] SILA: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-10-11T14:13:36.552381] [INFO ] [FORECASTER] Completed predict_future for SILA
[2025-10-11T14:13:36.552524] [INFO ] [sig       ] SILA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:36.693254] [INFO ] [LOCAL     ] Saved forecast: SILA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SILA.txt
[2025-10-11T14:13:36.693449] [INFO ] [sig       ] [1402/1823] Completed SILA in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:36.693491] [INFO ] [sig       ] [1403/1823] Forecasting SITC...
[2025-10-11T14:13:36.693522] [INFO ] [sig       ] Generating forecast for: SITC
[2025-10-11T14:13:36.693555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-10-11T14:13:36.703337] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SITC'.
[2025-10-11T14:13:36.703705] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-10-11T14:13:36.729033] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:36.729737] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-10-11T14:13:36.729792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:36.729826] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:36.729853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:36.729925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:36.746808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:36.747367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:36.747449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:36.747482] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:36.789816] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:36.789971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:36.790013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:36.790042] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:36.793843] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-10-11T14:13:36.794153] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-10-11T14:13:36.794319] [INFO ] [sig       ] SITC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:36.935429] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SITC.txt
[2025-10-11T14:13:36.935707] [INFO ] [sig       ] [1403/1823] Completed SITC in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:36.935768] [INFO ] [sig       ] [1404/1823] Forecasting SITE...
[2025-10-11T14:13:36.935801] [INFO ] [sig       ] Generating forecast for: SITE
[2025-10-11T14:13:36.935835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-10-11T14:13:36.944938] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SITE'.
[2025-10-11T14:13:36.945194] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-10-11T14:13:36.970077] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:36.970763] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-10-11T14:13:36.970817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:36.970851] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:36.970879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:36.970935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:36.988137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:36.988763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:36.988883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:36.988922] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:37.024318] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:37.024456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:37.024497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:37.024527] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:37.028233] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-10-11T14:13:37.028683] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-10-11T14:13:37.028870] [INFO ] [sig       ] SITE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:37.185384] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SITE.txt
[2025-10-11T14:13:37.185607] [INFO ] [sig       ] [1404/1823] Completed SITE in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:37.185677] [INFO ] [sig       ] [1405/1823] Forecasting SJM...
[2025-10-11T14:13:37.185728] [INFO ] [sig       ] Generating forecast for: SJM
[2025-10-11T14:13:37.185763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-10-11T14:13:37.194497] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SJM'.
[2025-10-11T14:13:37.194777] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-10-11T14:13:37.220400] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:37.221136] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-10-11T14:13:37.221192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:37.221228] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:37.221258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:37.221318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:37.238862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:37.239429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:37.239515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:37.239551] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:37.281917] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:37.282157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:37.282213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:37.282245] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:37.285845] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=59.54%)
[2025-10-11T14:13:37.286103] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-10-11T14:13:37.286233] [INFO ] [sig       ] SJM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:37.428977] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SJM.txt
[2025-10-11T14:13:37.429205] [INFO ] [sig       ] [1405/1823] Completed SJM in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:37.429250] [INFO ] [sig       ] [1406/1823] Forecasting SJT...
[2025-10-11T14:13:37.429282] [INFO ] [sig       ] Generating forecast for: SJT
[2025-10-11T14:13:37.429314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'.
[2025-10-11T14:13:37.438584] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SJT'.
[2025-10-11T14:13:37.438900] [INFO ] [FORECASTER] Starting predict_future for SJT
[2025-10-11T14:13:37.464350] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:37.465232] [DEBUG] [LOCAL     ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt
[2025-10-11T14:13:37.465293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:37.465329] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:37.465356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:37.465413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:37.483552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:37.484513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:37.484612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:37.484676] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:37.519401] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:37.519496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:37.519534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:37.519565] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:37.522711] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: DOWN (p=39.54%)
[2025-10-11T14:13:37.522975] [INFO ] [FORECASTER] Completed predict_future for SJT
[2025-10-11T14:13:37.523112] [INFO ] [sig       ] SJT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:37.666056] [INFO ] [LOCAL     ] Saved forecast: SJT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SJT.txt
[2025-10-11T14:13:37.666278] [INFO ] [sig       ] [1406/1823] Completed SJT in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:37.666329] [INFO ] [sig       ] [1407/1823] Forecasting SKE...
[2025-10-11T14:13:37.666361] [INFO ] [sig       ] Generating forecast for: SKE
[2025-10-11T14:13:37.666393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-10-11T14:13:37.676056] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKE'.
[2025-10-11T14:13:37.676460] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-10-11T14:13:37.701737] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:37.702496] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-10-11T14:13:37.702550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:37.702584] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:37.702611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:37.702689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:37.720597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:37.721232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:37.721340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:37.721382] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:37.760615] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:37.760757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:37.760802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:37.760832] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:37.766751] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2025-10-11T14:13:37.767018] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-10-11T14:13:37.767157] [INFO ] [sig       ] SKE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:37.909800] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SKE.txt
[2025-10-11T14:13:37.910000] [INFO ] [sig       ] [1407/1823] Completed SKE in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:37.910043] [INFO ] [sig       ] [1408/1823] Forecasting SKIL...
[2025-10-11T14:13:37.910074] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-10-11T14:13:37.910105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-10-11T14:13:37.919769] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKIL'.
[2025-10-11T14:13:37.920120] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-10-11T14:13:37.945370] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:37.946144] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-10-11T14:13:37.946198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:37.946233] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:37.946260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:37.946318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:37.963310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:37.963954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:37.964039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:37.964072] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:37.998739] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:37.998884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:37.998925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:37.998972] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:38.002714] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-10-11T14:13:38.002992] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-10-11T14:13:38.003134] [INFO ] [sig       ] SKIL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:38.144671] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SKIL.txt
[2025-10-11T14:13:38.145098] [INFO ] [sig       ] [1408/1823] Completed SKIL in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:38.145178] [INFO ] [sig       ] [1409/1823] Forecasting SKLZ...
[2025-10-11T14:13:38.145223] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-10-11T14:13:38.145264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-10-11T14:13:38.154289] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKLZ'.
[2025-10-11T14:13:38.154666] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-10-11T14:13:38.180429] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:38.181230] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-10-11T14:13:38.181286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:38.181321] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:38.181349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:38.181409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:38.198810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:38.199419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:38.199504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:38.199537] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:38.235939] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:38.236086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:38.236143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:38.236176] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:38.239665] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2025-10-11T14:13:38.239940] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-10-11T14:13:38.240080] [INFO ] [sig       ] SKLZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:38.381058] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SKLZ.txt
[2025-10-11T14:13:38.381331] [INFO ] [sig       ] [1409/1823] Completed SKLZ in 0.2s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:38.381380] [INFO ] [sig       ] [1410/1823] Forecasting SKM...
[2025-10-11T14:13:38.381412] [INFO ] [sig       ] Generating forecast for: SKM
[2025-10-11T14:13:38.381444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-10-11T14:13:38.390838] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKM'.
[2025-10-11T14:13:38.391134] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-10-11T14:13:38.415981] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:38.416759] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-10-11T14:13:38.416814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:38.416847] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:38.416875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:38.416932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:38.433807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:38.434343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:38.434423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:38.434456] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:38.469567] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:38.469821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:38.469899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:38.469951] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:38.474949] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-10-11T14:13:38.475311] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-10-11T14:13:38.475471] [INFO ] [sig       ] SKM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:38.634718] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SKM.txt
[2025-10-11T14:13:38.635070] [INFO ] [sig       ] [1410/1823] Completed SKM in 0.3s | 4.09 sym/s | Total: 5.7m | ETA: 1.7m
[2025-10-11T14:13:38.635190] [INFO ] [sig       ] [1411/1823] Forecasting SKT...
[2025-10-11T14:13:38.635261] [INFO ] [sig       ] Generating forecast for: SKT
[2025-10-11T14:13:38.635340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'.
[2025-10-11T14:13:38.644708] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKT'.
[2025-10-11T14:13:38.645026] [INFO ] [FORECASTER] Starting predict_future for SKT
[2025-10-11T14:13:38.676479] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:38.677340] [DEBUG] [LOCAL     ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt
[2025-10-11T14:13:38.677414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:38.677453] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:38.677482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:38.677541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:38.695297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:38.695939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:38.696029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:38.696063] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:38.736940] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:38.737109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:38.737153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:38.737183] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:38.740875] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-10-11T14:13:38.741214] [INFO ] [FORECASTER] Completed predict_future for SKT
[2025-10-11T14:13:38.741369] [INFO ] [sig       ] SKT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:38.885246] [INFO ] [LOCAL     ] Saved forecast: SKT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SKT.txt
[2025-10-11T14:13:38.885505] [INFO ] [sig       ] [1411/1823] Completed SKT in 0.3s | 4.09 sym/s | Total: 5.8m | ETA: 1.7m
[2025-10-11T14:13:38.885550] [INFO ] [sig       ] [1412/1823] Forecasting SKY...
[2025-10-11T14:13:38.885581] [INFO ] [sig       ] Generating forecast for: SKY
[2025-10-11T14:13:38.885614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-10-11T14:13:38.896013] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKY'.
[2025-10-11T14:13:38.896790] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-10-11T14:13:38.926019] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:38.926975] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-10-11T14:13:38.927052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:38.927102] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:38.927132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:38.927190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:38.946132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:38.946921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:38.947037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:38.947113] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:38.985420] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:38.985573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:38.985664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:38.985731] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:38.989610] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2025-10-11T14:13:38.989922] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-10-11T14:13:38.990066] [INFO ] [sig       ] SKY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:39.159446] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SKY.txt
[2025-10-11T14:13:39.159733] [INFO ] [sig       ] [1412/1823] Completed SKY in 0.3s | 4.09 sym/s | Total: 5.8m | ETA: 1.7m
[2025-10-11T14:13:39.159798] [INFO ] [sig       ] [1413/1823] Forecasting SKYH...
[2025-10-11T14:13:39.159834] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-10-11T14:13:39.159867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-10-11T14:13:39.169515] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SKYH'.
[2025-10-11T14:13:39.169882] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-10-11T14:13:39.196989] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:39.197791] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-10-11T14:13:39.197847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:39.197881] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:39.197910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:39.197967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:39.217536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:39.218220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:39.218306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:39.218340] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:39.259262] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:39.259419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:39.259497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:39.259570] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:39.263597] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-10-11T14:13:39.263980] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-10-11T14:13:39.264175] [INFO ] [sig       ] SKYH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:39.431768] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SKYH.txt
[2025-10-11T14:13:39.432046] [INFO ] [sig       ] [1413/1823] Completed SKYH in 0.3s | 4.09 sym/s | Total: 5.8m | ETA: 1.7m
[2025-10-11T14:13:39.432104] [INFO ] [sig       ] [1414/1823] Forecasting SLF...
[2025-10-11T14:13:39.432138] [INFO ] [sig       ] Generating forecast for: SLF
[2025-10-11T14:13:39.432173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-10-11T14:13:39.441729] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLF'.
[2025-10-11T14:13:39.442083] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-10-11T14:13:39.470687] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:39.471443] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-10-11T14:13:39.471511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:39.471586] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:39.471637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:39.471760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:39.492573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:39.493173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:39.493287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:39.493342] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:39.536779] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:39.536913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:39.536991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:39.537051] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:39.540834] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-10-11T14:13:39.541097] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-10-11T14:13:39.541233] [INFO ] [sig       ] SLF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:39.711201] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SLF.txt
[2025-10-11T14:13:39.711445] [INFO ] [sig       ] [1414/1823] Completed SLF in 0.3s | 4.09 sym/s | Total: 5.8m | ETA: 1.7m
[2025-10-11T14:13:39.711490] [INFO ] [sig       ] [1415/1823] Forecasting SLG...
[2025-10-11T14:13:39.711523] [INFO ] [sig       ] Generating forecast for: SLG
[2025-10-11T14:13:39.711557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-10-11T14:13:39.721124] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLG'.
[2025-10-11T14:13:39.721507] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-10-11T14:13:39.750244] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:39.751216] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-10-11T14:13:39.751275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:39.751316] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:39.751376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:39.751496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:39.771734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:39.772501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:39.772589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:39.772624] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:39.818545] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:39.818713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:39.818768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:39.818823] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:39.822637] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-10-11T14:13:39.822950] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-10-11T14:13:39.823092] [INFO ] [sig       ] SLG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:39.984051] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SLG.txt
[2025-10-11T14:13:39.984264] [INFO ] [sig       ] [1415/1823] Completed SLG in 0.3s | 4.09 sym/s | Total: 5.8m | ETA: 1.7m
[2025-10-11T14:13:39.984310] [INFO ] [sig       ] [1416/1823] Forecasting SLGN...
[2025-10-11T14:13:39.984343] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-10-11T14:13:39.984375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-10-11T14:13:39.993269] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLGN'.
[2025-10-11T14:13:39.993589] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-10-11T14:13:40.018346] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:40.019098] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-10-11T14:13:40.019154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:40.019189] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:40.019217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:40.019275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:40.036172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:40.036774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:40.036860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:40.036894] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:40.073465] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:40.073600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:40.073660] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:40.073717] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:40.077027] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-10-11T14:13:40.077297] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-10-11T14:13:40.077440] [INFO ] [sig       ] SLGN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:40.219795] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SLGN.txt
[2025-10-11T14:13:40.220022] [INFO ] [sig       ] [1416/1823] Completed SLGN in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.7m
[2025-10-11T14:13:40.220067] [INFO ] [sig       ] [1417/1823] Forecasting SLQT...
[2025-10-11T14:13:40.220097] [INFO ] [sig       ] Generating forecast for: SLQT
[2025-10-11T14:13:40.220129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'.
[2025-10-11T14:13:40.229699] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLQT'.
[2025-10-11T14:13:40.230003] [INFO ] [FORECASTER] Starting predict_future for SLQT
[2025-10-11T14:13:40.255099] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:40.255840] [DEBUG] [LOCAL     ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt
[2025-10-11T14:13:40.255895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:40.255929] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:40.255957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:40.256065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:40.273266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:40.273955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:40.274037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:40.274071] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:40.309912] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:40.310020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:40.310057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:40.310086] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:40.313209] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: DOWN (p=0.08%)
[2025-10-11T14:13:40.313500] [INFO ] [FORECASTER] Completed predict_future for SLQT
[2025-10-11T14:13:40.313633] [INFO ] [sig       ] SLQT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:40.454398] [INFO ] [LOCAL     ] Saved forecast: SLQT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SLQT.txt
[2025-10-11T14:13:40.454687] [INFO ] [sig       ] [1417/1823] Completed SLQT in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.7m
[2025-10-11T14:13:40.454749] [INFO ] [sig       ] [1418/1823] Forecasting SLVM...
[2025-10-11T14:13:40.454783] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-10-11T14:13:40.454817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-10-11T14:13:40.464449] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SLVM'.
[2025-10-11T14:13:40.464932] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-10-11T14:13:40.490858] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:40.491669] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-10-11T14:13:40.491729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:40.491764] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:40.491792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:40.491850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:40.511389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:40.512049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:40.512134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:40.512168] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:40.554298] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:40.554438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:40.554477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:40.554506] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:40.558113] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-10-11T14:13:40.558404] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-10-11T14:13:40.558543] [INFO ] [sig       ] SLVM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:40.712428] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SLVM.txt
[2025-10-11T14:13:40.712688] [INFO ] [sig       ] [1418/1823] Completed SLVM in 0.3s | 4.09 sym/s | Total: 5.8m | ETA: 1.7m
[2025-10-11T14:13:40.712750] [INFO ] [sig       ] [1419/1823] Forecasting SM...
[2025-10-11T14:13:40.712783] [INFO ] [sig       ] Generating forecast for: SM
[2025-10-11T14:13:40.712815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-10-11T14:13:40.721592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SM'.
[2025-10-11T14:13:40.721891] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-10-11T14:13:40.746565] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:40.747298] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-10-11T14:13:40.747353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:40.747388] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:40.747416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:40.747474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:40.764296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:40.764863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:40.764944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:40.764977] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:40.802176] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:40.802271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:40.802308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:40.802336] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:40.805488] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-10-11T14:13:40.805787] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-10-11T14:13:40.805929] [INFO ] [sig       ] SM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:40.947476] [INFO ] [LOCAL     ] Saved forecast: SM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SM.txt
[2025-10-11T14:13:40.947764] [INFO ] [sig       ] [1419/1823] Completed SM in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:40.947830] [INFO ] [sig       ] [1420/1823] Forecasting SMBK...
[2025-10-11T14:13:40.947864] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-10-11T14:13:40.947898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-10-11T14:13:40.956154] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMBK'.
[2025-10-11T14:13:40.956413] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-10-11T14:13:40.981970] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:40.982845] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-10-11T14:13:40.982904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:40.982938] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:40.982965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:40.983024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:40.999939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:41.000516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:41.000602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:41.000637] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:41.034599] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:41.034727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:41.034808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:41.034839] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:41.040481] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2025-10-11T14:13:41.040785] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-10-11T14:13:41.040924] [INFO ] [sig       ] SMBK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:41.181485] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SMBK.txt
[2025-10-11T14:13:41.181727] [INFO ] [sig       ] [1420/1823] Completed SMBK in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:41.181797] [INFO ] [sig       ] [1421/1823] Forecasting SMC...
[2025-10-11T14:13:41.181833] [INFO ] [sig       ] Generating forecast for: SMC
[2025-10-11T14:13:41.181866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMC' from 'https://tdm.silogroup.org/data/derivative_storage/SMC.csv'.
[2025-10-11T14:13:41.190280] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMC'.
[2025-10-11T14:13:41.190603] [INFO ] [FORECASTER] Starting predict_future for SMC
[2025-10-11T14:13:41.215860] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:41.216759] [DEBUG] [LOCAL     ] No optimal features file found for SMC: ./output/feature-sets/SMC.txt
[2025-10-11T14:13:41.216815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:41.216850] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:41.216879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:41.216937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:41.234382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:41.235173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:41.235258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:41.235292] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:41.272229] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:41.272378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:41.272419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:41.272450] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:41.275848] [DEBUG] [FORECASTER] SMC: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-10-11T14:13:41.276121] [INFO ] [FORECASTER] Completed predict_future for SMC
[2025-10-11T14:13:41.276254] [INFO ] [sig       ] SMC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:41.415900] [INFO ] [LOCAL     ] Saved forecast: SMC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SMC.txt
[2025-10-11T14:13:41.416125] [INFO ] [sig       ] [1421/1823] Completed SMC in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:41.416168] [INFO ] [sig       ] [1422/1823] Forecasting SMFG...
[2025-10-11T14:13:41.416199] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-10-11T14:13:41.416232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-10-11T14:13:41.425385] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMFG'.
[2025-10-11T14:13:41.425753] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-10-11T14:13:41.450861] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:41.451554] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-10-11T14:13:41.451609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:41.451663] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:41.451717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:41.451778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:41.468733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:41.469288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:41.469370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:41.469404] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:41.503025] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:41.503190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:41.503232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:41.503286] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:41.506786] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-10-11T14:13:41.507057] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-10-11T14:13:41.507195] [INFO ] [sig       ] SMFG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:41.647203] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SMFG.txt
[2025-10-11T14:13:41.647468] [INFO ] [sig       ] [1422/1823] Completed SMFG in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:41.647516] [INFO ] [sig       ] [1423/1823] Forecasting SMG...
[2025-10-11T14:13:41.647546] [INFO ] [sig       ] Generating forecast for: SMG
[2025-10-11T14:13:41.647578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'.
[2025-10-11T14:13:41.656257] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMG'.
[2025-10-11T14:13:41.656544] [INFO ] [FORECASTER] Starting predict_future for SMG
[2025-10-11T14:13:41.681294] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:41.682016] [DEBUG] [LOCAL     ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt
[2025-10-11T14:13:41.682070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:41.682103] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:41.682131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:41.682188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:41.698961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:41.699519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:41.699599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:41.699632] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:41.733197] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:41.733319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:41.733358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:41.733387] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:41.736677] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: DOWN (p=43.44%)
[2025-10-11T14:13:41.736954] [INFO ] [FORECASTER] Completed predict_future for SMG
[2025-10-11T14:13:41.737090] [INFO ] [sig       ] SMG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:41.893424] [INFO ] [LOCAL     ] Saved forecast: SMG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SMG.txt
[2025-10-11T14:13:41.893672] [INFO ] [sig       ] [1423/1823] Completed SMG in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:41.893736] [INFO ] [sig       ] [1424/1823] Forecasting SMHI...
[2025-10-11T14:13:41.893771] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-10-11T14:13:41.893806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-10-11T14:13:41.902468] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMHI'.
[2025-10-11T14:13:41.902815] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-10-11T14:13:41.928175] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:41.928924] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-10-11T14:13:41.928979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:41.929014] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:41.929042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:41.929099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:41.946330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:41.947016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:41.947101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:41.947135] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:41.982453] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:41.982548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:41.982586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:41.982614] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:41.985742] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=36.45%)
[2025-10-11T14:13:41.985996] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-10-11T14:13:41.986132] [INFO ] [sig       ] SMHI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:42.126472] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SMHI.txt
[2025-10-11T14:13:42.126778] [INFO ] [sig       ] [1424/1823] Completed SMHI in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:42.126841] [INFO ] [sig       ] [1425/1823] Forecasting SMP...
[2025-10-11T14:13:42.126874] [INFO ] [sig       ] Generating forecast for: SMP
[2025-10-11T14:13:42.126906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMP' from 'https://tdm.silogroup.org/data/derivative_storage/SMP.csv'.
[2025-10-11T14:13:42.135423] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMP'.
[2025-10-11T14:13:42.135739] [INFO ] [FORECASTER] Starting predict_future for SMP
[2025-10-11T14:13:42.160684] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:42.161393] [DEBUG] [LOCAL     ] No optimal features file found for SMP: ./output/feature-sets/SMP.txt
[2025-10-11T14:13:42.161446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:42.161480] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:42.161507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:42.161564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:42.178409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:42.178984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:42.179066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:42.179099] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:42.223217] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:42.223331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:42.223369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:42.223399] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:42.226854] [DEBUG] [FORECASTER] SMP: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-10-11T14:13:42.227124] [INFO ] [FORECASTER] Completed predict_future for SMP
[2025-10-11T14:13:42.227273] [INFO ] [sig       ] SMP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:42.368824] [INFO ] [LOCAL     ] Saved forecast: SMP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SMP.txt
[2025-10-11T14:13:42.369049] [INFO ] [sig       ] [1425/1823] Completed SMP in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:42.369091] [INFO ] [sig       ] [1426/1823] Forecasting SMR...
[2025-10-11T14:13:42.369121] [INFO ] [sig       ] Generating forecast for: SMR
[2025-10-11T14:13:42.369153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'.
[2025-10-11T14:13:42.380586] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMR'.
[2025-10-11T14:13:42.381224] [INFO ] [FORECASTER] Starting predict_future for SMR
[2025-10-11T14:13:42.412169] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:42.413162] [DEBUG] [LOCAL     ] No optimal features file found for SMR: ./output/feature-sets/SMR.txt
[2025-10-11T14:13:42.413222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:42.413258] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:42.413288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:42.413347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:42.431722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:42.432840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:42.432942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:42.432979] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:42.471592] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:42.471796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:42.471847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:42.471878] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:42.475404] [DEBUG] [FORECASTER] SMR: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-10-11T14:13:42.475772] [INFO ] [FORECASTER] Completed predict_future for SMR
[2025-10-11T14:13:42.475941] [INFO ] [sig       ] SMR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:42.619524] [INFO ] [LOCAL     ] Saved forecast: SMR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SMR.txt
[2025-10-11T14:13:42.619860] [INFO ] [sig       ] [1426/1823] Completed SMR in 0.3s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:42.619925] [INFO ] [sig       ] [1427/1823] Forecasting SMRT...
[2025-10-11T14:13:42.619959] [INFO ] [sig       ] Generating forecast for: SMRT
[2025-10-11T14:13:42.619993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'.
[2025-10-11T14:13:42.629460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMRT'.
[2025-10-11T14:13:42.629838] [INFO ] [FORECASTER] Starting predict_future for SMRT
[2025-10-11T14:13:42.655677] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:42.656499] [DEBUG] [LOCAL     ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt
[2025-10-11T14:13:42.656560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:42.656635] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:42.656747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:42.656814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:42.673845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:42.674524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:42.674608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:42.674663] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:42.712612] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:42.712774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:42.712823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:42.712855] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:42.716220] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2025-10-11T14:13:42.716487] [INFO ] [FORECASTER] Completed predict_future for SMRT
[2025-10-11T14:13:42.716679] [INFO ] [sig       ] SMRT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:42.859761] [INFO ] [LOCAL     ] Saved forecast: SMRT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SMRT.txt
[2025-10-11T14:13:42.860035] [INFO ] [sig       ] [1427/1823] Completed SMRT in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:42.860108] [INFO ] [sig       ] [1428/1823] Forecasting SMWB...
[2025-10-11T14:13:42.860159] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-10-11T14:13:42.860195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-10-11T14:13:42.870060] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SMWB'.
[2025-10-11T14:13:42.870576] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-10-11T14:13:42.895292] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:42.896046] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-10-11T14:13:42.896101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:42.896134] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:42.896162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:42.896219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:42.913241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:42.913841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:42.913923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:42.913957] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:42.950007] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:42.950081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:42.950117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:42.950144] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:42.953082] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-10-11T14:13:42.953322] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-10-11T14:13:42.953462] [INFO ] [sig       ] SMWB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:43.091117] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SMWB.txt
[2025-10-11T14:13:43.091324] [INFO ] [sig       ] [1428/1823] Completed SMWB in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:43.091366] [INFO ] [sig       ] [1429/1823] Forecasting SN...
[2025-10-11T14:13:43.091396] [INFO ] [sig       ] Generating forecast for: SN
[2025-10-11T14:13:43.091427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-10-11T14:13:43.099869] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SN'.
[2025-10-11T14:13:43.100127] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-10-11T14:13:43.128813] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:43.129462] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-10-11T14:13:43.129515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:43.129548] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:43.129575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:43.129632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:43.146279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:43.146913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:43.146996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:43.147029] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:43.182183] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:43.182257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:43.182292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:43.182336] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:43.185247] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-10-11T14:13:43.185488] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-10-11T14:13:43.185623] [INFO ] [sig       ] SN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:43.323972] [INFO ] [LOCAL     ] Saved forecast: SN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SN.txt
[2025-10-11T14:13:43.324167] [INFO ] [sig       ] [1429/1823] Completed SN in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:43.324208] [INFO ] [sig       ] [1430/1823] Forecasting SNA...
[2025-10-11T14:13:43.324237] [INFO ] [sig       ] Generating forecast for: SNA
[2025-10-11T14:13:43.324267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-10-11T14:13:43.333605] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNA'.
[2025-10-11T14:13:43.333963] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-10-11T14:13:43.358860] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:43.359521] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-10-11T14:13:43.359574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:43.359678] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:43.359727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:43.359787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:43.376527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:43.377270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:43.377352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:43.377385] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:43.414519] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:43.414614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:43.414683] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:43.414730] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:43.417839] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2025-10-11T14:13:43.418092] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-10-11T14:13:43.418225] [INFO ] [sig       ] SNA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:43.557902] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SNA.txt
[2025-10-11T14:13:43.558151] [INFO ] [sig       ] [1430/1823] Completed SNA in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:43.558194] [INFO ] [sig       ] [1431/1823] Forecasting SNAP...
[2025-10-11T14:13:43.558224] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-10-11T14:13:43.558255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-10-11T14:13:43.567303] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNAP'.
[2025-10-11T14:13:43.567635] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-10-11T14:13:43.600278] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:43.601238] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-10-11T14:13:43.601304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:43.601339] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:43.601368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:43.601427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:43.618699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:43.619603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:43.619721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:43.619768] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:43.657335] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:43.657535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:43.657580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:43.657609] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:43.661243] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-10-11T14:13:43.661515] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-10-11T14:13:43.661683] [INFO ] [sig       ] SNAP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:43.801151] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SNAP.txt
[2025-10-11T14:13:43.801397] [INFO ] [sig       ] [1431/1823] Completed SNAP in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:43.801441] [INFO ] [sig       ] [1432/1823] Forecasting SNDA...
[2025-10-11T14:13:43.801471] [INFO ] [sig       ] Generating forecast for: SNDA
[2025-10-11T14:13:43.801502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDA' from 'https://tdm.silogroup.org/data/derivative_storage/SNDA.csv'.
[2025-10-11T14:13:43.809810] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNDA'.
[2025-10-11T14:13:43.810072] [INFO ] [FORECASTER] Starting predict_future for SNDA
[2025-10-11T14:13:43.834603] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:43.835297] [DEBUG] [LOCAL     ] No optimal features file found for SNDA: ./output/feature-sets/SNDA.txt
[2025-10-11T14:13:43.835351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:43.835391] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:43.835426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:43.835495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:43.852753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:43.853284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:43.853363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:43.853397] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:43.888406] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:43.888495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:43.888531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:43.888559] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:43.891628] [DEBUG] [FORECASTER] SNDA: Forecast T+1@11:T+2@11: UP (p=87.49%)
[2025-10-11T14:13:43.891908] [INFO ] [FORECASTER] Completed predict_future for SNDA
[2025-10-11T14:13:43.892044] [INFO ] [sig       ] SNDA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:44.032216] [INFO ] [LOCAL     ] Saved forecast: SNDA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SNDA.txt
[2025-10-11T14:13:44.032474] [INFO ] [sig       ] [1432/1823] Completed SNDA in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:44.032518] [INFO ] [sig       ] [1433/1823] Forecasting SNDR...
[2025-10-11T14:13:44.032548] [INFO ] [sig       ] Generating forecast for: SNDR
[2025-10-11T14:13:44.032579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'.
[2025-10-11T14:13:44.041492] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNDR'.
[2025-10-11T14:13:44.041770] [INFO ] [FORECASTER] Starting predict_future for SNDR
[2025-10-11T14:13:44.066404] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:44.067192] [DEBUG] [LOCAL     ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt
[2025-10-11T14:13:44.067246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:44.067279] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:44.067306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:44.067364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:44.084064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:44.084590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:44.084692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:44.084744] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:44.121143] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:44.121245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:44.121282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:44.121311] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:44.124476] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: DOWN (p=46.74%)
[2025-10-11T14:13:44.124776] [INFO ] [FORECASTER] Completed predict_future for SNDR
[2025-10-11T14:13:44.124918] [INFO ] [sig       ] SNDR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:44.264494] [INFO ] [LOCAL     ] Saved forecast: SNDR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SNDR.txt
[2025-10-11T14:13:44.264789] [INFO ] [sig       ] [1433/1823] Completed SNDR in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:44.264850] [INFO ] [sig       ] [1434/1823] Forecasting SNN...
[2025-10-11T14:13:44.264884] [INFO ] [sig       ] Generating forecast for: SNN
[2025-10-11T14:13:44.264917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-10-11T14:13:44.274343] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNN'.
[2025-10-11T14:13:44.274607] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-10-11T14:13:44.299776] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:44.300529] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-10-11T14:13:44.300583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:44.300617] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:44.300673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:44.300754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:44.318190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:44.318948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:44.319034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:44.319066] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:44.356875] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:44.357010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:44.357050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:44.357078] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:44.360455] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-10-11T14:13:44.360804] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-10-11T14:13:44.360953] [INFO ] [sig       ] SNN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:44.499927] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SNN.txt
[2025-10-11T14:13:44.500146] [INFO ] [sig       ] [1434/1823] Completed SNN in 0.2s | 4.09 sym/s | Total: 5.8m | ETA: 1.6m
[2025-10-11T14:13:44.500196] [INFO ] [sig       ] [1435/1823] Forecasting SNOW...
[2025-10-11T14:13:44.500229] [INFO ] [sig       ] Generating forecast for: SNOW
[2025-10-11T14:13:44.500261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'.
[2025-10-11T14:13:44.509427] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNOW'.
[2025-10-11T14:13:44.509716] [INFO ] [FORECASTER] Starting predict_future for SNOW
[2025-10-11T14:13:44.534457] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:44.535180] [DEBUG] [LOCAL     ] No optimal features file found for SNOW: ./output/feature-sets/SNOW.txt
[2025-10-11T14:13:44.535233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:44.535266] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:44.535293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:44.535350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:44.552294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:44.552924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:44.553005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:44.553046] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:44.588187] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:44.588266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:44.588301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:44.588329] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:44.591343] [DEBUG] [FORECASTER] SNOW: Forecast T+1@11:T+2@11: DOWN (p=18.51%)
[2025-10-11T14:13:44.591589] [INFO ] [FORECASTER] Completed predict_future for SNOW
[2025-10-11T14:13:44.591757] [INFO ] [sig       ] SNOW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:44.735558] [INFO ] [LOCAL     ] Saved forecast: SNOW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SNOW.txt
[2025-10-11T14:13:44.735812] [INFO ] [sig       ] [1435/1823] Completed SNOW in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.6m
[2025-10-11T14:13:44.735873] [INFO ] [sig       ] [1436/1823] Forecasting SNV...
[2025-10-11T14:13:44.735906] [INFO ] [sig       ] Generating forecast for: SNV
[2025-10-11T14:13:44.735939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'.
[2025-10-11T14:13:44.744631] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNV'.
[2025-10-11T14:13:44.744930] [INFO ] [FORECASTER] Starting predict_future for SNV
[2025-10-11T14:13:44.769481] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:44.770235] [DEBUG] [LOCAL     ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt
[2025-10-11T14:13:44.770289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:44.770323] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:44.770350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:44.770412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:44.787195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:44.787745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:44.787824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:44.787856] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:44.823781] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:44.823866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:44.823902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:44.823947] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:44.826967] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2025-10-11T14:13:44.827217] [INFO ] [FORECASTER] Completed predict_future for SNV
[2025-10-11T14:13:44.827764] [INFO ] [sig       ] SNV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:44.966052] [INFO ] [LOCAL     ] Saved forecast: SNV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SNV.txt
[2025-10-11T14:13:44.966282] [INFO ] [sig       ] [1436/1823] Completed SNV in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.6m
[2025-10-11T14:13:44.966327] [INFO ] [sig       ] [1437/1823] Forecasting SNX...
[2025-10-11T14:13:44.966358] [INFO ] [sig       ] Generating forecast for: SNX
[2025-10-11T14:13:44.966389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-10-11T14:13:44.975562] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNX'.
[2025-10-11T14:13:44.975985] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-10-11T14:13:45.001069] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:45.001848] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-10-11T14:13:45.001902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:45.001935] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:45.001964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:45.002020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:45.018966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:45.019493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:45.019570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:45.019604] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:45.056381] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:45.056473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:45.056509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:45.056536] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:45.059744] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-10-11T14:13:45.059998] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-10-11T14:13:45.060123] [INFO ] [sig       ] SNX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:45.199779] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SNX.txt
[2025-10-11T14:13:45.200011] [INFO ] [sig       ] [1437/1823] Completed SNX in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.6m
[2025-10-11T14:13:45.200056] [INFO ] [sig       ] [1438/1823] Forecasting SO...
[2025-10-11T14:13:45.200087] [INFO ] [sig       ] Generating forecast for: SO
[2025-10-11T14:13:45.200119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-10-11T14:13:45.209095] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SO'.
[2025-10-11T14:13:45.209361] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-10-11T14:13:45.234042] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:45.234821] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-10-11T14:13:45.234875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:45.234909] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:45.234938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:45.234996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:45.252006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:45.252557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:45.252635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:45.252709] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:45.296235] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:45.296318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:45.296354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:45.296381] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:45.299440] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-10-11T14:13:45.299719] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-10-11T14:13:45.299855] [INFO ] [sig       ] SO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:45.439775] [INFO ] [LOCAL     ] Saved forecast: SO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SO.txt
[2025-10-11T14:13:45.440062] [INFO ] [sig       ] [1438/1823] Completed SO in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.6m
[2025-10-11T14:13:45.440108] [INFO ] [sig       ] [1439/1823] Forecasting SOBO...
[2025-10-11T14:13:45.440139] [INFO ] [sig       ] Generating forecast for: SOBO
[2025-10-11T14:13:45.440172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOBO' from 'https://tdm.silogroup.org/data/derivative_storage/SOBO.csv'.
[2025-10-11T14:13:45.449206] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOBO'.
[2025-10-11T14:13:45.449570] [INFO ] [FORECASTER] Starting predict_future for SOBO
[2025-10-11T14:13:45.474746] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:45.475587] [DEBUG] [LOCAL     ] No optimal features file found for SOBO: ./output/feature-sets/SOBO.txt
[2025-10-11T14:13:45.475663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:45.475719] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:45.475750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:45.475808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:45.493386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:45.494276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:45.494365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:45.494399] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:45.536552] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:45.536708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:45.536761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:45.536792] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:45.539918] [DEBUG] [FORECASTER] SOBO: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-10-11T14:13:45.540173] [INFO ] [FORECASTER] Completed predict_future for SOBO
[2025-10-11T14:13:45.540303] [INFO ] [sig       ] SOBO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:45.680031] [INFO ] [LOCAL     ] Saved forecast: SOBO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SOBO.txt
[2025-10-11T14:13:45.680246] [INFO ] [sig       ] [1439/1823] Completed SOBO in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.6m
[2025-10-11T14:13:45.680289] [INFO ] [sig       ] [1440/1823] Forecasting SOC...
[2025-10-11T14:13:45.680320] [INFO ] [sig       ] Generating forecast for: SOC
[2025-10-11T14:13:45.680402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOC' from 'https://tdm.silogroup.org/data/derivative_storage/SOC.csv'.
[2025-10-11T14:13:45.690152] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOC'.
[2025-10-11T14:13:45.690411] [INFO ] [FORECASTER] Starting predict_future for SOC
[2025-10-11T14:13:45.715016] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:45.715761] [DEBUG] [LOCAL     ] No optimal features file found for SOC: ./output/feature-sets/SOC.txt
[2025-10-11T14:13:45.715815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:45.715847] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:45.715874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:45.715929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:45.732764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:45.733287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:45.733365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:45.733399] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:45.766762] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:45.766845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:45.766881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:45.766909] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:45.769979] [DEBUG] [FORECASTER] SOC: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-10-11T14:13:45.770225] [INFO ] [FORECASTER] Completed predict_future for SOC
[2025-10-11T14:13:45.770348] [INFO ] [sig       ] SOC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:45.910239] [INFO ] [LOCAL     ] Saved forecast: SOC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SOC.txt
[2025-10-11T14:13:45.910455] [INFO ] [sig       ] [1440/1823] Completed SOC in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.6m
[2025-10-11T14:13:45.910497] [INFO ] [sig       ] [1441/1823] Forecasting SOJC...
[2025-10-11T14:13:45.910527] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-10-11T14:13:45.910558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-10-11T14:13:45.919159] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'SOJC'.
[2025-10-11T14:13:45.919425] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-10-11T14:13:45.944319] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:45.945029] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-10-11T14:13:45.945083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:45.945115] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:45.945143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:45.945200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:45.962208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:45.962770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:45.962849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:45.962882] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:45.994782] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:45.994860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:45.994896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:45.994923] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:45.997916] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-10-11T14:13:45.998160] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-10-11T14:13:45.998285] [INFO ] [sig       ] SOJC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:46.139728] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SOJC.txt
[2025-10-11T14:13:46.139934] [INFO ] [sig       ] [1441/1823] Completed SOJC in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.6m
[2025-10-11T14:13:46.139985] [INFO ] [sig       ] [1442/1823] Forecasting SOJD...
[2025-10-11T14:13:46.140024] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-10-11T14:13:46.140057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-10-11T14:13:46.149174] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOJD'.
[2025-10-11T14:13:46.149525] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-10-11T14:13:46.174169] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:46.174880] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-10-11T14:13:46.174933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:46.174967] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:46.174995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:46.175052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:46.191842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:46.192356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:46.192433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:46.192467] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:46.227241] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:46.227413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:46.227454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:46.227488] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:46.230948] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-10-11T14:13:46.231215] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-10-11T14:13:46.231348] [INFO ] [sig       ] SOJD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:46.370018] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SOJD.txt
[2025-10-11T14:13:46.370232] [INFO ] [sig       ] [1442/1823] Completed SOJD in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.6m
[2025-10-11T14:13:46.370275] [INFO ] [sig       ] [1443/1823] Forecasting SOJE...
[2025-10-11T14:13:46.370306] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-10-11T14:13:46.370337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-10-11T14:13:46.378826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOJE'.
[2025-10-11T14:13:46.379086] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-10-11T14:13:46.403690] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:46.404373] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-10-11T14:13:46.404816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:46.404856] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:46.404915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:46.404978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:46.422052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:46.422614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:46.422718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:46.422761] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:46.456929] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:46.457018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:46.457054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:46.457082] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:46.460114] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-10-11T14:13:46.460360] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-10-11T14:13:46.460485] [INFO ] [sig       ] SOJE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:46.602624] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SOJE.txt
[2025-10-11T14:13:46.602932] [INFO ] [sig       ] [1443/1823] Completed SOJE in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:46.602979] [INFO ] [sig       ] [1444/1823] Forecasting SOL...
[2025-10-11T14:13:46.603011] [INFO ] [sig       ] Generating forecast for: SOL
[2025-10-11T14:13:46.603043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-10-11T14:13:46.611605] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOL'.
[2025-10-11T14:13:46.611897] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-10-11T14:13:46.636510] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:46.637248] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-10-11T14:13:46.637301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:46.637334] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:46.637362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:46.637418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:46.654172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:46.654752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:46.654830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:46.654863] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:46.685114] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:46.685201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:46.685236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:46.685264] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:46.688405] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-10-11T14:13:46.688681] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-10-11T14:13:46.688822] [INFO ] [sig       ] SOL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:46.828720] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SOL.txt
[2025-10-11T14:13:46.828926] [INFO ] [sig       ] [1444/1823] Completed SOL in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:46.828970] [INFO ] [sig       ] [1445/1823] Forecasting SOLV...
[2025-10-11T14:13:46.829000] [INFO ] [sig       ] Generating forecast for: SOLV
[2025-10-11T14:13:46.829031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOLV' from 'https://tdm.silogroup.org/data/derivative_storage/SOLV.csv'.
[2025-10-11T14:13:46.837317] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOLV'.
[2025-10-11T14:13:46.837573] [INFO ] [FORECASTER] Starting predict_future for SOLV
[2025-10-11T14:13:46.865400] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:46.866124] [DEBUG] [LOCAL     ] No optimal features file found for SOLV: ./output/feature-sets/SOLV.txt
[2025-10-11T14:13:46.866182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:46.866215] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:46.866242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:46.866298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:46.883178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:46.883756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:46.883835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:46.883870] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:46.915827] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:46.915919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:46.915955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:46.915984] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:46.919169] [DEBUG] [FORECASTER] SOLV: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-10-11T14:13:46.919421] [INFO ] [FORECASTER] Completed predict_future for SOLV
[2025-10-11T14:13:46.919573] [INFO ] [sig       ] SOLV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:47.057780] [INFO ] [LOCAL     ] Saved forecast: SOLV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SOLV.txt
[2025-10-11T14:13:47.057974] [INFO ] [sig       ] [1445/1823] Completed SOLV in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:47.058017] [INFO ] [sig       ] [1446/1823] Forecasting SON...
[2025-10-11T14:13:47.058047] [INFO ] [sig       ] Generating forecast for: SON
[2025-10-11T14:13:47.058078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-10-11T14:13:47.066938] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SON'.
[2025-10-11T14:13:47.067212] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-10-11T14:13:47.091801] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:47.092476] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-10-11T14:13:47.092529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:47.092563] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:47.092593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:47.092672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:47.109445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:47.110011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:47.110121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:47.110160] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:47.159170] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:47.159329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:47.159370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:47.159399] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:47.162847] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-10-11T14:13:47.163116] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-10-11T14:13:47.163253] [INFO ] [sig       ] SON: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:47.302915] [INFO ] [LOCAL     ] Saved forecast: SON	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SON.txt
[2025-10-11T14:13:47.303119] [INFO ] [sig       ] [1446/1823] Completed SON in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:47.303162] [INFO ] [sig       ] [1447/1823] Forecasting SONY...
[2025-10-11T14:13:47.303193] [INFO ] [sig       ] Generating forecast for: SONY
[2025-10-11T14:13:47.303224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'.
[2025-10-11T14:13:47.312107] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SONY'.
[2025-10-11T14:13:47.312384] [INFO ] [FORECASTER] Starting predict_future for SONY
[2025-10-11T14:13:47.338203] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:47.338976] [DEBUG] [LOCAL     ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt
[2025-10-11T14:13:47.339030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:47.339066] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:47.339094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:47.339152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:47.357035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:47.357714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:47.357798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:47.357834] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:47.408370] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:47.408554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:47.408599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:47.408629] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:47.412276] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-10-11T14:13:47.412576] [INFO ] [FORECASTER] Completed predict_future for SONY
[2025-10-11T14:13:47.412766] [INFO ] [sig       ] SONY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:47.556362] [INFO ] [LOCAL     ] Saved forecast: SONY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SONY.txt
[2025-10-11T14:13:47.556715] [INFO ] [sig       ] [1447/1823] Completed SONY in 0.3s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:47.556778] [INFO ] [sig       ] [1448/1823] Forecasting SOR...
[2025-10-11T14:13:47.556814] [INFO ] [sig       ] Generating forecast for: SOR
[2025-10-11T14:13:47.556847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'.
[2025-10-11T14:13:47.565894] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SOR'.
[2025-10-11T14:13:47.566225] [INFO ] [FORECASTER] Starting predict_future for SOR
[2025-10-11T14:13:47.590948] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:47.591594] [DEBUG] [LOCAL     ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt
[2025-10-11T14:13:47.591669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:47.591722] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:47.591752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:47.591809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:47.608757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:47.609667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:47.609759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:47.609794] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:47.654314] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:47.654488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:47.654531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:47.654561] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:47.658130] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-10-11T14:13:47.658418] [INFO ] [FORECASTER] Completed predict_future for SOR
[2025-10-11T14:13:47.658565] [INFO ] [sig       ] SOR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:47.802044] [INFO ] [LOCAL     ] Saved forecast: SOR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SOR.txt
[2025-10-11T14:13:47.802280] [INFO ] [sig       ] [1448/1823] Completed SOR in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:47.802330] [INFO ] [sig       ] [1449/1823] Forecasting SOS...
[2025-10-11T14:13:47.802370] [INFO ] [sig       ] Generating forecast for: SOS
[2025-10-11T14:13:47.802403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'.
[2025-10-11T14:13:47.811965] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'SOS'.
[2025-10-11T14:13:47.812314] [INFO ] [FORECASTER] Starting predict_future for SOS
[2025-10-11T14:13:47.838975] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:47.839707] [DEBUG] [LOCAL     ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt
[2025-10-11T14:13:47.839764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:47.839799] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:47.839827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:47.839884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:47.858019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:47.858709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:47.858793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:47.858828] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:47.895150] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:47.895284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:47.895325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:47.895357] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:47.900420] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: UP (p=74.96%)
[2025-10-11T14:13:47.900725] [INFO ] [FORECASTER] Completed predict_future for SOS
[2025-10-11T14:13:47.900870] [INFO ] [sig       ] SOS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:48.046197] [INFO ] [LOCAL     ] Saved forecast: SOS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SOS.txt
[2025-10-11T14:13:48.046477] [INFO ] [sig       ] [1449/1823] Completed SOS in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:48.046522] [INFO ] [sig       ] [1450/1823] Forecasting SPB...
[2025-10-11T14:13:48.046553] [INFO ] [sig       ] Generating forecast for: SPB
[2025-10-11T14:13:48.046626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-10-11T14:13:48.056409] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPB'.
[2025-10-11T14:13:48.056970] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-10-11T14:13:48.081546] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:48.082254] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-10-11T14:13:48.082308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:48.082341] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:48.082368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:48.082425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:48.099117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:48.099633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:48.099741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:48.099777] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:48.135459] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:48.135534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:48.135569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:48.135597] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:48.138665] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=57.53%)
[2025-10-11T14:13:48.138916] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-10-11T14:13:48.139050] [INFO ] [sig       ] SPB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:48.276561] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPB.txt
[2025-10-11T14:13:48.276792] [INFO ] [sig       ] [1450/1823] Completed SPB in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:48.276853] [INFO ] [sig       ] [1451/1823] Forecasting SPCE...
[2025-10-11T14:13:48.276886] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-10-11T14:13:48.276917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-10-11T14:13:48.286256] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPCE'.
[2025-10-11T14:13:48.286625] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-10-11T14:13:48.312676] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:48.313474] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-10-11T14:13:48.313528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:48.313562] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:48.313592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:48.313671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:48.330370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:48.331019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:48.331105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:48.331143] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:48.368479] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:48.368666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:48.368731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:48.368764] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:48.372231] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2025-10-11T14:13:48.372507] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-10-11T14:13:48.372669] [INFO ] [sig       ] SPCE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:48.511174] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPCE.txt
[2025-10-11T14:13:48.511440] [INFO ] [sig       ] [1451/1823] Completed SPCE in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:48.511484] [INFO ] [sig       ] [1452/1823] Forecasting SPE...
[2025-10-11T14:13:48.511516] [INFO ] [sig       ] Generating forecast for: SPE
[2025-10-11T14:13:48.511548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-10-11T14:13:48.521041] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'SPE'.
[2025-10-11T14:13:48.521330] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-10-11T14:13:48.546057] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:48.546761] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-10-11T14:13:48.546816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:48.546849] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:48.546876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:48.546934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:48.563530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:48.564101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:48.564179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:48.564212] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:48.597556] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:48.597629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:48.597700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:48.597740] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:48.600697] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-10-11T14:13:48.600945] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-10-11T14:13:48.601084] [INFO ] [sig       ] SPE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:48.738696] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPE.txt
[2025-10-11T14:13:48.738893] [INFO ] [sig       ] [1452/1823] Completed SPE in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:48.738975] [INFO ] [sig       ] [1453/1823] Forecasting SPG...
[2025-10-11T14:13:48.739015] [INFO ] [sig       ] Generating forecast for: SPG
[2025-10-11T14:13:48.739047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-10-11T14:13:48.749182] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPG'.
[2025-10-11T14:13:48.749543] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-10-11T14:13:48.775239] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:48.776045] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-10-11T14:13:48.776100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:48.776134] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:48.776162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:48.776220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:48.793409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:48.794071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:48.794158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:48.794192] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:48.830711] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:48.830844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:48.830883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:48.830913] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:48.834132] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-10-11T14:13:48.834401] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-10-11T14:13:48.834537] [INFO ] [sig       ] SPG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:48.973259] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPG.txt
[2025-10-11T14:13:48.973481] [INFO ] [sig       ] [1453/1823] Completed SPG in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:48.973529] [INFO ] [sig       ] [1454/1823] Forecasting SPGI...
[2025-10-11T14:13:48.973562] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-10-11T14:13:48.973594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-10-11T14:13:48.982127] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPGI'.
[2025-10-11T14:13:48.982421] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-10-11T14:13:49.007293] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:49.008040] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-10-11T14:13:49.008094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:49.008127] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:49.008154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:49.008212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:49.024881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:49.025490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:49.025571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:49.025606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:49.058152] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:49.058262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:49.058301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:49.058329] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:49.061719] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-10-11T14:13:49.062050] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-10-11T14:13:49.062191] [INFO ] [sig       ] SPGI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:49.207208] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPGI.txt
[2025-10-11T14:13:49.207434] [INFO ] [sig       ] [1454/1823] Completed SPGI in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:49.207478] [INFO ] [sig       ] [1455/1823] Forecasting SPH...
[2025-10-11T14:13:49.207509] [INFO ] [sig       ] Generating forecast for: SPH
[2025-10-11T14:13:49.207542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-10-11T14:13:49.215854] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPH'.
[2025-10-11T14:13:49.216116] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-10-11T14:13:49.241627] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:49.242424] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-10-11T14:13:49.242481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:49.242515] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:49.242545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:49.242604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:49.260198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:49.260778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:49.260860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:49.260896] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:49.302570] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:49.302822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:49.302901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:49.302956] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:49.308695] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2025-10-11T14:13:49.309224] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-10-11T14:13:49.309453] [INFO ] [sig       ] SPH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:49.454637] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPH.txt
[2025-10-11T14:13:49.454898] [INFO ] [sig       ] [1455/1823] Completed SPH in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:49.454946] [INFO ] [sig       ] [1456/1823] Forecasting SPHR...
[2025-10-11T14:13:49.454986] [INFO ] [sig       ] Generating forecast for: SPHR
[2025-10-11T14:13:49.455020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'.
[2025-10-11T14:13:49.463527] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPHR'.
[2025-10-11T14:13:49.463815] [INFO ] [FORECASTER] Starting predict_future for SPHR
[2025-10-11T14:13:49.492105] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:49.492911] [DEBUG] [LOCAL     ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt
[2025-10-11T14:13:49.492967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:49.493003] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:49.493033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:49.493093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:49.511443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:49.512063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:49.512145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:49.512181] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:49.550172] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:49.550278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:49.550315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:49.550343] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:49.553550] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-10-11T14:13:49.553846] [INFO ] [FORECASTER] Completed predict_future for SPHR
[2025-10-11T14:13:49.553987] [INFO ] [sig       ] SPHR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:49.700046] [INFO ] [LOCAL     ] Saved forecast: SPHR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPHR.txt
[2025-10-11T14:13:49.700286] [INFO ] [sig       ] [1456/1823] Completed SPHR in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:49.700331] [INFO ] [sig       ] [1457/1823] Forecasting SPIR...
[2025-10-11T14:13:49.700363] [INFO ] [sig       ] Generating forecast for: SPIR
[2025-10-11T14:13:49.700394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'.
[2025-10-11T14:13:49.710020] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPIR'.
[2025-10-11T14:13:49.710526] [INFO ] [FORECASTER] Starting predict_future for SPIR
[2025-10-11T14:13:49.742145] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:49.743048] [DEBUG] [LOCAL     ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt
[2025-10-11T14:13:49.743106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:49.743142] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:49.743172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:49.743231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:49.761318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:49.762189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:49.762279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:49.762315] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:49.800181] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:49.800338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:49.800382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:49.800413] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:49.803931] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-10-11T14:13:49.804212] [INFO ] [FORECASTER] Completed predict_future for SPIR
[2025-10-11T14:13:49.804351] [INFO ] [sig       ] SPIR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:49.971229] [INFO ] [LOCAL     ] Saved forecast: SPIR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SPIR.txt
[2025-10-11T14:13:49.971569] [INFO ] [sig       ] [1457/1823] Completed SPIR in 0.3s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:49.971637] [INFO ] [sig       ] [1458/1823] Forecasting SPMC...
[2025-10-11T14:13:49.971728] [INFO ] [sig       ] Generating forecast for: SPMC
[2025-10-11T14:13:49.971774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPMC' from 'https://tdm.silogroup.org/data/derivative_storage/SPMC.csv'.
[2025-10-11T14:13:49.981042] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPMC'.
[2025-10-11T14:13:49.981451] [INFO ] [FORECASTER] Starting predict_future for SPMC
[2025-10-11T14:13:50.006924] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:50.007702] [DEBUG] [LOCAL     ] No optimal features file found for SPMC: ./output/feature-sets/SPMC.txt
[2025-10-11T14:13:50.007773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:50.007826] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:50.007872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:50.007960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:50.030679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:50.031332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:50.031421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:50.031458] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:50.069398] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:50.069538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:50.069581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:50.069611] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:50.072988] [DEBUG] [FORECASTER] SPMC: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-10-11T14:13:50.073263] [INFO ] [FORECASTER] Completed predict_future for SPMC
[2025-10-11T14:13:50.073401] [INFO ] [sig       ] SPMC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:50.214043] [INFO ] [LOCAL     ] Saved forecast: SPMC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPMC.txt
[2025-10-11T14:13:50.214264] [INFO ] [sig       ] [1458/1823] Completed SPMC in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:50.214312] [INFO ] [sig       ] [1459/1823] Forecasting SPNT...
[2025-10-11T14:13:50.214343] [INFO ] [sig       ] Generating forecast for: SPNT
[2025-10-11T14:13:50.214374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'.
[2025-10-11T14:13:50.223599] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPNT'.
[2025-10-11T14:13:50.223969] [INFO ] [FORECASTER] Starting predict_future for SPNT
[2025-10-11T14:13:50.249250] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:50.249967] [DEBUG] [LOCAL     ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt
[2025-10-11T14:13:50.250022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:50.250056] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:50.250085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:50.250189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:50.267323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:50.268368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:50.268460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:50.268498] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:50.303980] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:50.304056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:50.304092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:50.304120] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:50.307153] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: UP (p=56.18%)
[2025-10-11T14:13:50.307403] [INFO ] [FORECASTER] Completed predict_future for SPNT
[2025-10-11T14:13:50.307538] [INFO ] [sig       ] SPNT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:50.449550] [INFO ] [LOCAL     ] Saved forecast: SPNT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPNT.txt
[2025-10-11T14:13:50.449765] [INFO ] [sig       ] [1459/1823] Completed SPNT in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:50.449825] [INFO ] [sig       ] [1460/1823] Forecasting SPOT...
[2025-10-11T14:13:50.449858] [INFO ] [sig       ] Generating forecast for: SPOT
[2025-10-11T14:13:50.449891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'.
[2025-10-11T14:13:50.459349] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPOT'.
[2025-10-11T14:13:50.459736] [INFO ] [FORECASTER] Starting predict_future for SPOT
[2025-10-11T14:13:50.484972] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:50.485804] [DEBUG] [LOCAL     ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt
[2025-10-11T14:13:50.485860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:50.485894] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:50.485922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:50.485978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:50.502809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:50.503727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:50.503820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:50.503854] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:50.541146] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:50.541337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:50.541382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:50.541412] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:50.545057] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-10-11T14:13:50.545348] [INFO ] [FORECASTER] Completed predict_future for SPOT
[2025-10-11T14:13:50.545498] [INFO ] [sig       ] SPOT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:50.684381] [INFO ] [LOCAL     ] Saved forecast: SPOT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPOT.txt
[2025-10-11T14:13:50.684631] [INFO ] [sig       ] [1460/1823] Completed SPOT in 0.2s | 4.09 sym/s | Total: 5.9m | ETA: 1.5m
[2025-10-11T14:13:50.684710] [INFO ] [sig       ] [1461/1823] Forecasting SPR...
[2025-10-11T14:13:50.684749] [INFO ] [sig       ] Generating forecast for: SPR
[2025-10-11T14:13:50.684782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'.
[2025-10-11T14:13:50.693942] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPR'.
[2025-10-11T14:13:50.694197] [INFO ] [FORECASTER] Starting predict_future for SPR
[2025-10-11T14:13:50.718854] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:50.719530] [DEBUG] [LOCAL     ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt
[2025-10-11T14:13:50.719583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:50.719617] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:50.719671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:50.719752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:50.736374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:50.737080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:50.737162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:50.737196] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:50.774636] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:50.774744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:50.774781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:50.774810] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:50.777842] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=12.21%)
[2025-10-11T14:13:50.778091] [INFO ] [FORECASTER] Completed predict_future for SPR
[2025-10-11T14:13:50.778226] [INFO ] [sig       ] SPR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:50.916823] [INFO ] [LOCAL     ] Saved forecast: SPR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SPR.txt
[2025-10-11T14:13:50.917061] [INFO ] [sig       ] [1461/1823] Completed SPR in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.5m
[2025-10-11T14:13:50.917103] [INFO ] [sig       ] [1462/1823] Forecasting SPRU...
[2025-10-11T14:13:50.917133] [INFO ] [sig       ] Generating forecast for: SPRU
[2025-10-11T14:13:50.917164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'.
[2025-10-11T14:13:50.926798] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPRU'.
[2025-10-11T14:13:50.927171] [INFO ] [FORECASTER] Starting predict_future for SPRU
[2025-10-11T14:13:50.954214] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:50.955300] [DEBUG] [LOCAL     ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt
[2025-10-11T14:13:50.955375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:50.955410] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:50.955439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:50.955499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:50.975189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:50.976269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:50.976387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:50.976436] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:51.015137] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:51.015336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:51.015440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:51.015476] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:51.021023] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-10-11T14:13:51.021317] [INFO ] [FORECASTER] Completed predict_future for SPRU
[2025-10-11T14:13:51.021467] [INFO ] [sig       ] SPRU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:51.183938] [INFO ] [LOCAL     ] Saved forecast: SPRU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPRU.txt
[2025-10-11T14:13:51.184224] [INFO ] [sig       ] [1462/1823] Completed SPRU in 0.3s | 4.09 sym/s | Total: 6.0m | ETA: 1.5m
[2025-10-11T14:13:51.184270] [INFO ] [sig       ] [1463/1823] Forecasting SPXX...
[2025-10-11T14:13:51.184309] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-10-11T14:13:51.184342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-10-11T14:13:51.193491] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SPXX'.
[2025-10-11T14:13:51.193905] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-10-11T14:13:51.219529] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:51.220261] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-10-11T14:13:51.220315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:51.220349] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:51.220377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:51.220433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:51.237701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:51.238304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:51.238388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:51.238422] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:51.275461] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:51.275667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:51.275733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:51.275765] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:51.279415] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-10-11T14:13:51.279723] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-10-11T14:13:51.279877] [INFO ] [sig       ] SPXX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:51.426344] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SPXX.txt
[2025-10-11T14:13:51.426600] [INFO ] [sig       ] [1463/1823] Completed SPXX in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.5m
[2025-10-11T14:13:51.426684] [INFO ] [sig       ] [1464/1823] Forecasting SQM...
[2025-10-11T14:13:51.426732] [INFO ] [sig       ] Generating forecast for: SQM
[2025-10-11T14:13:51.426766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-10-11T14:13:51.435160] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SQM'.
[2025-10-11T14:13:51.435452] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-10-11T14:13:51.461274] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:51.462078] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-10-11T14:13:51.462134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:51.462168] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:51.462195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:51.462253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:51.479118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:51.479681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:51.479769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:51.479802] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:51.514972] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:51.515059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:51.515096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:51.515124] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:51.518235] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-10-11T14:13:51.518484] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-10-11T14:13:51.518627] [INFO ] [sig       ] SQM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:51.656805] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SQM.txt
[2025-10-11T14:13:51.657025] [INFO ] [sig       ] [1464/1823] Completed SQM in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.5m
[2025-10-11T14:13:51.657068] [INFO ] [sig       ] [1465/1823] Forecasting SQNS...
[2025-10-11T14:13:51.657099] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-10-11T14:13:51.657130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-10-11T14:13:51.665796] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SQNS'.
[2025-10-11T14:13:51.666044] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-10-11T14:13:51.690588] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:51.691275] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-10-11T14:13:51.691329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:51.691361] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:51.691389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:51.691446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:51.708340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:51.708987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:51.709074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:51.709107] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:51.744634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:51.744751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:51.744790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:51.744819] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:51.747879] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-10-11T14:13:51.748132] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-10-11T14:13:51.748263] [INFO ] [sig       ] SQNS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:51.955697] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SQNS.txt
[2025-10-11T14:13:51.955905] [INFO ] [sig       ] [1465/1823] Completed SQNS in 0.3s | 4.09 sym/s | Total: 6.0m | ETA: 1.5m
[2025-10-11T14:13:51.955949] [INFO ] [sig       ] [1466/1823] Forecasting SR...
[2025-10-11T14:13:51.955979] [INFO ] [sig       ] Generating forecast for: SR
[2025-10-11T14:13:51.956011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'.
[2025-10-11T14:13:51.964296] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SR'.
[2025-10-11T14:13:51.964554] [INFO ] [FORECASTER] Starting predict_future for SR
[2025-10-11T14:13:51.989256] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:51.989961] [DEBUG] [LOCAL     ] No optimal features file found for SR: ./output/feature-sets/SR.txt
[2025-10-11T14:13:51.990016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:51.990048] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:51.990076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:51.990134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:52.007228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:52.007791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:52.007885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:52.007921] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:52.041732] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:52.041815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:52.041850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:52.041880] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:52.044863] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-10-11T14:13:52.045112] [INFO ] [FORECASTER] Completed predict_future for SR
[2025-10-11T14:13:52.045244] [INFO ] [sig       ] SR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:52.183234] [INFO ] [LOCAL     ] Saved forecast: SR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SR.txt
[2025-10-11T14:13:52.183414] [INFO ] [sig       ] [1466/1823] Completed SR in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.5m
[2025-10-11T14:13:52.183457] [INFO ] [sig       ] [1467/1823] Forecasting SRE...
[2025-10-11T14:13:52.183488] [INFO ] [sig       ] Generating forecast for: SRE
[2025-10-11T14:13:52.183520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-10-11T14:13:52.191666] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRE'.
[2025-10-11T14:13:52.191933] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-10-11T14:13:52.216479] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:52.217197] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-10-11T14:13:52.217297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:52.217344] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:52.217374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:52.217432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:52.234585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:52.235206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:52.235287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:52.235321] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:52.271605] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:52.271716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:52.271764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:52.271794] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:52.274998] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-10-11T14:13:52.275259] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-10-11T14:13:52.275388] [INFO ] [sig       ] SRE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:52.413605] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SRE.txt
[2025-10-11T14:13:52.413813] [INFO ] [sig       ] [1467/1823] Completed SRE in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.5m
[2025-10-11T14:13:52.413866] [INFO ] [sig       ] [1468/1823] Forecasting SREA...
[2025-10-11T14:13:52.413898] [INFO ] [sig       ] Generating forecast for: SREA
[2025-10-11T14:13:52.413930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-10-11T14:13:52.422937] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SREA'.
[2025-10-11T14:13:52.423284] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-10-11T14:13:52.448837] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:52.449576] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-10-11T14:13:52.449672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:52.449727] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:52.449758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:52.449816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:52.472402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:52.473052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:52.473137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:52.473171] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:52.516359] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:52.516485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:52.516524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:52.516553] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:52.519941] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-10-11T14:13:52.520203] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-10-11T14:13:52.520345] [INFO ] [sig       ] SREA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:52.663166] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SREA.txt
[2025-10-11T14:13:52.663377] [INFO ] [sig       ] [1468/1823] Completed SREA in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:52.663421] [INFO ] [sig       ] [1469/1823] Forecasting SRFM...
[2025-10-11T14:13:52.663452] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-10-11T14:13:52.663483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-10-11T14:13:52.672626] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRFM'.
[2025-10-11T14:13:52.672949] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-10-11T14:13:52.697750] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:52.698429] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-10-11T14:13:52.698482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:52.698515] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:52.698542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:52.698598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:52.715413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:52.715984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:52.716065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:52.716098] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:52.753057] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:52.753161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:52.753199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:52.753227] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:52.756407] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-10-11T14:13:52.756772] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-10-11T14:13:52.756916] [INFO ] [sig       ] SRFM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:52.896279] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SRFM.txt
[2025-10-11T14:13:52.896494] [INFO ] [sig       ] [1469/1823] Completed SRFM in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:52.896538] [INFO ] [sig       ] [1470/1823] Forecasting SRG...
[2025-10-11T14:13:52.896601] [INFO ] [sig       ] Generating forecast for: SRG
[2025-10-11T14:13:52.896691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-10-11T14:13:52.905414] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRG'.
[2025-10-11T14:13:52.905709] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-10-11T14:13:52.933159] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:52.933881] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-10-11T14:13:52.933935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:52.933969] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:52.933996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:52.934053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:52.951176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:52.951816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:52.951901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:52.951935] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:52.990101] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:52.990186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:52.990223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:52.990251] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:52.993361] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=38.00%)
[2025-10-11T14:13:52.993610] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-10-11T14:13:52.993786] [INFO ] [sig       ] SRG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:53.134340] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SRG.txt
[2025-10-11T14:13:53.134612] [INFO ] [sig       ] [1470/1823] Completed SRG in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:53.134692] [INFO ] [sig       ] [1471/1823] Forecasting SRI...
[2025-10-11T14:13:53.134740] [INFO ] [sig       ] Generating forecast for: SRI
[2025-10-11T14:13:53.134774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-10-11T14:13:53.143354] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRI'.
[2025-10-11T14:13:53.143757] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-10-11T14:13:53.168859] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:53.169585] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-10-11T14:13:53.169668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:53.169724] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:53.169758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:53.169816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:53.186861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:53.187405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:53.187485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:53.187519] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:53.229017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:53.229109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:53.229145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:53.229173] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:53.232223] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-10-11T14:13:53.232493] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-10-11T14:13:53.232634] [INFO ] [sig       ] SRI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:53.373883] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SRI.txt
[2025-10-11T14:13:53.374115] [INFO ] [sig       ] [1471/1823] Completed SRI in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:53.374157] [INFO ] [sig       ] [1472/1823] Forecasting SRV...
[2025-10-11T14:13:53.374187] [INFO ] [sig       ] Generating forecast for: SRV
[2025-10-11T14:13:53.374219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'.
[2025-10-11T14:13:53.383259] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SRV'.
[2025-10-11T14:13:53.383574] [INFO ] [FORECASTER] Starting predict_future for SRV
[2025-10-11T14:13:53.408857] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:53.409520] [DEBUG] [LOCAL     ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt
[2025-10-11T14:13:53.409573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:53.409678] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:53.409727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:53.409788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:53.426661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:53.427203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:53.427282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:53.427316] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:53.469362] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:53.469583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:53.469679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:53.469736] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:53.474981] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-10-11T14:13:53.475359] [INFO ] [FORECASTER] Completed predict_future for SRV
[2025-10-11T14:13:53.475542] [INFO ] [sig       ] SRV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:53.685867] [INFO ] [LOCAL     ] Saved forecast: SRV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SRV.txt
[2025-10-11T14:13:53.686152] [INFO ] [sig       ] [1472/1823] Completed SRV in 0.3s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:53.686198] [INFO ] [sig       ] [1473/1823] Forecasting SSB...
[2025-10-11T14:13:53.686232] [INFO ] [sig       ] Generating forecast for: SSB
[2025-10-11T14:13:53.686288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-10-11T14:13:53.696918] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SSB'.
[2025-10-11T14:13:53.697240] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-10-11T14:13:53.728066] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:53.728830] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-10-11T14:13:53.728886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:53.728922] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:53.728952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:53.729010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:53.746100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:53.746741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:53.746859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:53.746905] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:53.790013] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:53.790116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:53.790154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:53.790182] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:53.793273] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-10-11T14:13:53.793531] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-10-11T14:13:53.793717] [INFO ] [sig       ] SSB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:53.940828] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SSB.txt
[2025-10-11T14:13:53.941075] [INFO ] [sig       ] [1473/1823] Completed SSB in 0.3s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:53.941118] [INFO ] [sig       ] [1474/1823] Forecasting SSD...
[2025-10-11T14:13:53.941148] [INFO ] [sig       ] Generating forecast for: SSD
[2025-10-11T14:13:53.941178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-10-11T14:13:53.952622] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SSD'.
[2025-10-11T14:13:53.953088] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-10-11T14:13:53.980447] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:53.981305] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-10-11T14:13:53.981362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:53.981398] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:53.981427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:53.981486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:53.999267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:54.000189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:54.000285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:54.000323] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:54.043797] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:54.043974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:54.044019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:54.044051] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:54.047739] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-10-11T14:13:54.048091] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-10-11T14:13:54.048253] [INFO ] [sig       ] SSD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:54.192392] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SSD.txt
[2025-10-11T14:13:54.192819] [INFO ] [sig       ] [1474/1823] Completed SSD in 0.3s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:54.192882] [INFO ] [sig       ] [1475/1823] Forecasting SSL...
[2025-10-11T14:13:54.192916] [INFO ] [sig       ] Generating forecast for: SSL
[2025-10-11T14:13:54.192948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-10-11T14:13:54.202906] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SSL'.
[2025-10-11T14:13:54.203255] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-10-11T14:13:54.229542] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:54.230466] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-10-11T14:13:54.230550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:54.230588] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:54.230618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:54.230714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:54.248488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:54.249512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:54.249611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:54.249679] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:54.294505] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:54.294735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:54.294792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:54.294823] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:54.298391] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=49.52%)
[2025-10-11T14:13:54.298697] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-10-11T14:13:54.298860] [INFO ] [sig       ] SSL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:54.446818] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SSL.txt
[2025-10-11T14:13:54.447070] [INFO ] [sig       ] [1475/1823] Completed SSL in 0.3s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:54.447115] [INFO ] [sig       ] [1476/1823] Forecasting SST...
[2025-10-11T14:13:54.447146] [INFO ] [sig       ] Generating forecast for: SST
[2025-10-11T14:13:54.447179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'.
[2025-10-11T14:13:54.456136] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SST'.
[2025-10-11T14:13:54.456458] [INFO ] [FORECASTER] Starting predict_future for SST
[2025-10-11T14:13:54.482763] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:54.483594] [DEBUG] [LOCAL     ] No optimal features file found for SST: ./output/feature-sets/SST.txt
[2025-10-11T14:13:54.483681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:54.483733] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:54.483765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:54.483824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:54.508186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:54.509104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:54.509191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:54.509225] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:54.554207] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:54.554286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:54.554321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:54.554349] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:54.557364] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-10-11T14:13:54.557613] [INFO ] [FORECASTER] Completed predict_future for SST
[2025-10-11T14:13:54.557789] [INFO ] [sig       ] SST: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:54.696958] [INFO ] [LOCAL     ] Saved forecast: SST	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SST.txt
[2025-10-11T14:13:54.697162] [INFO ] [sig       ] [1476/1823] Completed SST in 0.3s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:54.697203] [INFO ] [sig       ] [1477/1823] Forecasting SSTK...
[2025-10-11T14:13:54.697233] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-10-11T14:13:54.697273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-10-11T14:13:54.706284] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SSTK'.
[2025-10-11T14:13:54.706561] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-10-11T14:13:54.731021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:54.731751] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-10-11T14:13:54.731820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:54.731858] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:54.731886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:54.731942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:54.748726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:54.749248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:54.749326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:54.749360] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:54.793458] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:54.793536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:54.793572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:54.793600] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:54.796626] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-10-11T14:13:54.796906] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-10-11T14:13:54.797049] [INFO ] [sig       ] SSTK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:54.935525] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SSTK.txt
[2025-10-11T14:13:54.935737] [INFO ] [sig       ] [1477/1823] Completed SSTK in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:54.935799] [INFO ] [sig       ] [1478/1823] Forecasting ST...
[2025-10-11T14:13:54.935832] [INFO ] [sig       ] Generating forecast for: ST
[2025-10-11T14:13:54.935864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'.
[2025-10-11T14:13:54.953542] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ST'.
[2025-10-11T14:13:54.954120] [INFO ] [FORECASTER] Starting predict_future for ST
[2025-10-11T14:13:54.980765] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:54.981548] [DEBUG] [LOCAL     ] No optimal features file found for ST: ./output/feature-sets/ST.txt
[2025-10-11T14:13:54.981604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:54.981639] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:54.981714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:54.981783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:54.999248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:55.000164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:55.000327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:55.000382] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:55.044717] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:55.044923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:55.044969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:55.044998] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:55.048858] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: DOWN (p=39.15%)
[2025-10-11T14:13:55.049196] [INFO ] [FORECASTER] Completed predict_future for ST
[2025-10-11T14:13:55.050045] [INFO ] [sig       ] ST: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:55.191114] [INFO ] [LOCAL     ] Saved forecast: ST	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ST.txt
[2025-10-11T14:13:55.191421] [INFO ] [sig       ] [1478/1823] Completed ST in 0.3s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:55.191494] [INFO ] [sig       ] [1479/1823] Forecasting STAG...
[2025-10-11T14:13:55.191548] [INFO ] [sig       ] Generating forecast for: STAG
[2025-10-11T14:13:55.191585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-10-11T14:13:55.201349] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STAG'.
[2025-10-11T14:13:55.201836] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-10-11T14:13:55.227123] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:55.227926] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-10-11T14:13:55.227984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:55.228018] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:55.228046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:55.228104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:55.245262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:55.245940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:55.246025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:55.246058] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:55.289123] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:55.289288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:55.289329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:55.289357] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:55.292808] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-10-11T14:13:55.293072] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-10-11T14:13:55.293218] [INFO ] [sig       ] STAG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:55.433049] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/STAG.txt
[2025-10-11T14:13:55.433333] [INFO ] [sig       ] [1479/1823] Completed STAG in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:55.433378] [INFO ] [sig       ] [1480/1823] Forecasting STC...
[2025-10-11T14:13:55.433408] [INFO ] [sig       ] Generating forecast for: STC
[2025-10-11T14:13:55.433440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-10-11T14:13:55.442612] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STC'.
[2025-10-11T14:13:55.442955] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-10-11T14:13:55.467952] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:55.468721] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-10-11T14:13:55.468779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:55.468813] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:55.468841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:55.468898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:55.485583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:55.486229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:55.486310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:55.486363] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:55.529719] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:55.529811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:55.529847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:55.529876] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:55.532905] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=99.78%)
[2025-10-11T14:13:55.533151] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-10-11T14:13:55.533282] [INFO ] [sig       ] STC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:55.674777] [INFO ] [LOCAL     ] Saved forecast: STC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STC.txt
[2025-10-11T14:13:55.675059] [INFO ] [sig       ] [1480/1823] Completed STC in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:55.675104] [INFO ] [sig       ] [1481/1823] Forecasting STE...
[2025-10-11T14:13:55.675134] [INFO ] [sig       ] Generating forecast for: STE
[2025-10-11T14:13:55.675165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-10-11T14:13:55.684373] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STE'.
[2025-10-11T14:13:55.684747] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-10-11T14:13:55.709914] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:55.710620] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-10-11T14:13:55.710700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:55.710745] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:55.710776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:55.710834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:55.727766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:55.728312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:55.728396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:55.728431] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:55.772661] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:55.772813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:55.772870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:55.772903] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:55.776244] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=78.51%)
[2025-10-11T14:13:55.776512] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-10-11T14:13:55.776710] [INFO ] [sig       ] STE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:55.919452] [INFO ] [LOCAL     ] Saved forecast: STE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STE.txt
[2025-10-11T14:13:55.919703] [INFO ] [sig       ] [1481/1823] Completed STE in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:55.919763] [INFO ] [sig       ] [1482/1823] Forecasting STEL...
[2025-10-11T14:13:55.919797] [INFO ] [sig       ] Generating forecast for: STEL
[2025-10-11T14:13:55.919876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-10-11T14:13:55.929731] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STEL'.
[2025-10-11T14:13:55.930005] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-10-11T14:13:55.955071] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:55.955805] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-10-11T14:13:55.955875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:55.955910] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:55.955939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:55.955996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:55.972940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:55.973463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:55.973542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:55.973575] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:56.014889] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:56.015038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:56.015081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:56.015111] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:56.018697] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-10-11T14:13:56.019002] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-10-11T14:13:56.019148] [INFO ] [sig       ] STEL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:56.162350] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STEL.txt
[2025-10-11T14:13:56.162583] [INFO ] [sig       ] [1482/1823] Completed STEL in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:56.162626] [INFO ] [sig       ] [1483/1823] Forecasting STEM...
[2025-10-11T14:13:56.162693] [INFO ] [sig       ] Generating forecast for: STEM
[2025-10-11T14:13:56.162740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-10-11T14:13:56.171498] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STEM'.
[2025-10-11T14:13:56.171797] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-10-11T14:13:56.197011] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:56.197770] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-10-11T14:13:56.197825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:56.197860] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:56.197887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:56.197944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:56.214698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:56.215257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:56.215336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:56.215369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:56.257763] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:56.257951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:56.257996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:56.258026] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:56.261636] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-10-11T14:13:56.261945] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-10-11T14:13:56.262093] [INFO ] [sig       ] STEM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:56.400468] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/STEM.txt
[2025-10-11T14:13:56.400731] [INFO ] [sig       ] [1483/1823] Completed STEM in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:56.400793] [INFO ] [sig       ] [1484/1823] Forecasting STEW...
[2025-10-11T14:13:56.400826] [INFO ] [sig       ] Generating forecast for: STEW
[2025-10-11T14:13:56.400868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'.
[2025-10-11T14:13:56.410061] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STEW'.
[2025-10-11T14:13:56.410318] [INFO ] [FORECASTER] Starting predict_future for STEW
[2025-10-11T14:13:56.434867] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:56.435518] [DEBUG] [LOCAL     ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt
[2025-10-11T14:13:56.435571] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:56.435604] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:56.435632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:56.435732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:56.452587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:56.453156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:56.453238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:56.453271] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:56.501295] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:56.501439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:56.501478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:56.501508] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:56.504916] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2025-10-11T14:13:56.505189] [INFO ] [FORECASTER] Completed predict_future for STEW
[2025-10-11T14:13:56.505335] [INFO ] [sig       ] STEW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:56.643743] [INFO ] [LOCAL     ] Saved forecast: STEW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/STEW.txt
[2025-10-11T14:13:56.643981] [INFO ] [sig       ] [1484/1823] Completed STEW in 0.2s | 4.09 sym/s | Total: 6.0m | ETA: 1.4m
[2025-10-11T14:13:56.644025] [INFO ] [sig       ] [1485/1823] Forecasting STK...
[2025-10-11T14:13:56.644056] [INFO ] [sig       ] Generating forecast for: STK
[2025-10-11T14:13:56.644087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-10-11T14:13:56.654981] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STK'.
[2025-10-11T14:13:56.655387] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-10-11T14:13:56.682713] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:56.683542] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-10-11T14:13:56.683601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:56.683637] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:56.683715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:56.683792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:56.702272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:56.702915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:56.703009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:56.703044] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:56.746708] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:56.746837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:56.746877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:56.746906] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:56.750315] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-10-11T14:13:56.750611] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-10-11T14:13:56.750799] [INFO ] [sig       ] STK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:56.895536] [INFO ] [LOCAL     ] Saved forecast: STK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STK.txt
[2025-10-11T14:13:56.895870] [INFO ] [sig       ] [1485/1823] Completed STK in 0.3s | 4.09 sym/s | Total: 6.1m | ETA: 1.4m
[2025-10-11T14:13:56.895935] [INFO ] [sig       ] [1486/1823] Forecasting STLA...
[2025-10-11T14:13:56.895969] [INFO ] [sig       ] Generating forecast for: STLA
[2025-10-11T14:13:56.896004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-10-11T14:13:56.906723] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STLA'.
[2025-10-11T14:13:56.907088] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-10-11T14:13:56.932710] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:56.933423] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-10-11T14:13:56.933477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:56.933513] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:56.933541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:56.933599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:56.950478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:56.951111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:56.951200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:56.951235] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:56.998461] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:56.998727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:56.998784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:56.998816] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:57.002764] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-10-11T14:13:57.003062] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-10-11T14:13:57.003214] [INFO ] [sig       ] STLA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:57.156491] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/STLA.txt
[2025-10-11T14:13:57.156821] [INFO ] [sig       ] [1486/1823] Completed STLA in 0.3s | 4.09 sym/s | Total: 6.1m | ETA: 1.4m
[2025-10-11T14:13:57.156884] [INFO ] [sig       ] [1487/1823] Forecasting STM...
[2025-10-11T14:13:57.156918] [INFO ] [sig       ] Generating forecast for: STM
[2025-10-11T14:13:57.156950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-10-11T14:13:57.165906] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STM'.
[2025-10-11T14:13:57.166205] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-10-11T14:13:57.190949] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:57.191620] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-10-11T14:13:57.191697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:57.191740] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:57.191770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:57.191826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:57.208404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:57.208975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:57.209056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:57.209106] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:57.251191] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:57.251287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:57.251324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:57.251354] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:57.254777] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-10-11T14:13:57.255041] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-10-11T14:13:57.255177] [INFO ] [sig       ] STM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:57.395027] [INFO ] [LOCAL     ] Saved forecast: STM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STM.txt
[2025-10-11T14:13:57.395284] [INFO ] [sig       ] [1487/1823] Completed STM in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.4m
[2025-10-11T14:13:57.395327] [INFO ] [sig       ] [1488/1823] Forecasting STN...
[2025-10-11T14:13:57.395357] [INFO ] [sig       ] Generating forecast for: STN
[2025-10-11T14:13:57.395388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-10-11T14:13:57.404899] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STN'.
[2025-10-11T14:13:57.405166] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-10-11T14:13:57.429659] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:57.430327] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-10-11T14:13:57.430380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:57.430414] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:57.430441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:57.430497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:57.447480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:57.448060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:57.448144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:57.448177] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:57.488525] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:57.488625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:57.488702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:57.488753] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:57.491886] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-10-11T14:13:57.492140] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-10-11T14:13:57.492278] [INFO ] [sig       ] STN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:57.631099] [INFO ] [LOCAL     ] Saved forecast: STN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/STN.txt
[2025-10-11T14:13:57.631365] [INFO ] [sig       ] [1488/1823] Completed STN in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.4m
[2025-10-11T14:13:57.631409] [INFO ] [sig       ] [1489/1823] Forecasting STNG...
[2025-10-11T14:13:57.631440] [INFO ] [sig       ] Generating forecast for: STNG
[2025-10-11T14:13:57.631471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'.
[2025-10-11T14:13:57.640427] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STNG'.
[2025-10-11T14:13:57.640727] [INFO ] [FORECASTER] Starting predict_future for STNG
[2025-10-11T14:13:57.665999] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:57.666903] [DEBUG] [LOCAL     ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt
[2025-10-11T14:13:57.666977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:57.667012] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:57.667040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:57.667098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:57.684841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:57.685441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:57.685522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:57.685557] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:57.727580] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:57.727691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:57.727742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:57.727776] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:57.730989] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-10-11T14:13:57.731239] [INFO ] [FORECASTER] Completed predict_future for STNG
[2025-10-11T14:13:57.731371] [INFO ] [sig       ] STNG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:13:57.870889] [INFO ] [LOCAL     ] Saved forecast: STNG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/STNG.txt
[2025-10-11T14:13:57.871123] [INFO ] [sig       ] [1489/1823] Completed STNG in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.4m
[2025-10-11T14:13:57.871166] [INFO ] [sig       ] [1490/1823] Forecasting STRV...
[2025-10-11T14:13:57.871196] [INFO ] [sig       ] Generating forecast for: STRV
[2025-10-11T14:13:57.871227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'.
[2025-10-11T14:13:57.880106] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STRV'.
[2025-10-11T14:13:57.880379] [INFO ] [FORECASTER] Starting predict_future for STRV
[2025-10-11T14:13:57.905135] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:57.905842] [DEBUG] [LOCAL     ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt
[2025-10-11T14:13:57.905897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:57.905929] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:57.905957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:57.906015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:57.923078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:57.923628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:57.923738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:57.923776] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:57.965087] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:57.965207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:57.965249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:57.965280] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:57.968596] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-10-11T14:13:57.968893] [INFO ] [FORECASTER] Completed predict_future for STRV
[2025-10-11T14:13:57.969042] [INFO ] [sig       ] STRV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:58.109060] [INFO ] [LOCAL     ] Saved forecast: STRV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STRV.txt
[2025-10-11T14:13:58.109304] [INFO ] [sig       ] [1490/1823] Completed STRV in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.4m
[2025-10-11T14:13:58.109348] [INFO ] [sig       ] [1491/1823] Forecasting STT...
[2025-10-11T14:13:58.109380] [INFO ] [sig       ] Generating forecast for: STT
[2025-10-11T14:13:58.109422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'.
[2025-10-11T14:13:58.119001] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STT'.
[2025-10-11T14:13:58.119303] [INFO ] [FORECASTER] Starting predict_future for STT
[2025-10-11T14:13:58.144346] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:58.145197] [DEBUG] [LOCAL     ] No optimal features file found for STT: ./output/feature-sets/STT.txt
[2025-10-11T14:13:58.145252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:58.145285] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:58.145313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:58.145370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:58.162474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:58.163093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:58.163175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:58.163209] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:58.205870] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:58.205974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:58.206039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:58.206068] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:58.211169] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-10-11T14:13:58.211432] [INFO ] [FORECASTER] Completed predict_future for STT
[2025-10-11T14:13:58.211571] [INFO ] [sig       ] STT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:58.354012] [INFO ] [LOCAL     ] Saved forecast: STT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STT.txt
[2025-10-11T14:13:58.354281] [INFO ] [sig       ] [1491/1823] Completed STT in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.4m
[2025-10-11T14:13:58.354341] [INFO ] [sig       ] [1492/1823] Forecasting STVN...
[2025-10-11T14:13:58.354375] [INFO ] [sig       ] Generating forecast for: STVN
[2025-10-11T14:13:58.354407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-10-11T14:13:58.363164] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STVN'.
[2025-10-11T14:13:58.363442] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-10-11T14:13:58.388683] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:58.389406] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-10-11T14:13:58.389466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:58.389500] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:58.389528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:58.389585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:58.406473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:58.407075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:58.407158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:58.407192] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:58.447023] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:58.447114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:58.447150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:58.447178] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:58.450325] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=65.98%)
[2025-10-11T14:13:58.450573] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-10-11T14:13:58.450776] [INFO ] [sig       ] STVN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:58.590790] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STVN.txt
[2025-10-11T14:13:58.591037] [INFO ] [sig       ] [1492/1823] Completed STVN in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:13:58.591080] [INFO ] [sig       ] [1493/1823] Forecasting STWD...
[2025-10-11T14:13:58.591109] [INFO ] [sig       ] Generating forecast for: STWD
[2025-10-11T14:13:58.591140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-10-11T14:13:58.600134] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STWD'.
[2025-10-11T14:13:58.600414] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-10-11T14:13:58.625507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:58.626206] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-10-11T14:13:58.626260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:58.626294] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:58.626322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:58.626379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:58.643243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:58.643820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:58.643903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:58.643937] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:58.684144] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:58.684249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:58.684286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:58.684315] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:58.687627] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-10-11T14:13:58.687922] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-10-11T14:13:58.688058] [INFO ] [sig       ] STWD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:58.826139] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STWD.txt
[2025-10-11T14:13:58.826390] [INFO ] [sig       ] [1493/1823] Completed STWD in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:13:58.826434] [INFO ] [sig       ] [1494/1823] Forecasting STXD...
[2025-10-11T14:13:58.826464] [INFO ] [sig       ] Generating forecast for: STXD
[2025-10-11T14:13:58.826495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXD' from 'https://tdm.silogroup.org/data/derivative_storage/STXD.csv'.
[2025-10-11T14:13:58.834839] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXD'.
[2025-10-11T14:13:58.835102] [INFO ] [FORECASTER] Starting predict_future for STXD
[2025-10-11T14:13:58.860428] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:58.861190] [DEBUG] [LOCAL     ] No optimal features file found for STXD: ./output/feature-sets/STXD.txt
[2025-10-11T14:13:58.861245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:58.861278] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:58.861305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:58.861364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:58.878322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:58.878909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:58.878991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:58.879045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:58.920190] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:58.920288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:58.920325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:58.920354] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:58.923513] [DEBUG] [FORECASTER] STXD: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-10-11T14:13:58.923815] [INFO ] [FORECASTER] Completed predict_future for STXD
[2025-10-11T14:13:58.923953] [INFO ] [sig       ] STXD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:59.068308] [INFO ] [LOCAL     ] Saved forecast: STXD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STXD.txt
[2025-10-11T14:13:59.068526] [INFO ] [sig       ] [1494/1823] Completed STXD in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:13:59.068570] [INFO ] [sig       ] [1495/1823] Forecasting STXE...
[2025-10-11T14:13:59.068602] [INFO ] [sig       ] Generating forecast for: STXE
[2025-10-11T14:13:59.068634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-10-11T14:13:59.077340] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXE'.
[2025-10-11T14:13:59.077600] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-10-11T14:13:59.102844] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:59.103525] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-10-11T14:13:59.103579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:59.103614] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:59.103665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:59.103761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:59.121197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:59.121784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:59.121868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:59.121901] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:59.162156] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:59.162247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:59.162283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:59.162312] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:59.165454] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-10-11T14:13:59.165771] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-10-11T14:13:59.165936] [INFO ] [sig       ] STXE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:59.315685] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STXE.txt
[2025-10-11T14:13:59.315988] [INFO ] [sig       ] [1495/1823] Completed STXE in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:13:59.316050] [INFO ] [sig       ] [1496/1823] Forecasting STXG...
[2025-10-11T14:13:59.316083] [INFO ] [sig       ] Generating forecast for: STXG
[2025-10-11T14:13:59.316115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-10-11T14:13:59.327238] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXG'.
[2025-10-11T14:13:59.327524] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-10-11T14:13:59.352530] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:59.353219] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-10-11T14:13:59.353307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:59.353358] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:59.353389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:59.353455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:59.371604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:59.372224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:59.372318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:59.372372] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:59.412193] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:59.412298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:59.412335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:59.412364] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:59.415686] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=65.38%)
[2025-10-11T14:13:59.415949] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-10-11T14:13:59.416083] [INFO ] [sig       ] STXG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:59.559485] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STXG.txt
[2025-10-11T14:13:59.559774] [INFO ] [sig       ] [1496/1823] Completed STXG in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:13:59.559841] [INFO ] [sig       ] [1497/1823] Forecasting STXK...
[2025-10-11T14:13:59.559875] [INFO ] [sig       ] Generating forecast for: STXK
[2025-10-11T14:13:59.559906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'.
[2025-10-11T14:13:59.568685] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'STXK'.
[2025-10-11T14:13:59.568971] [INFO ] [FORECASTER] Starting predict_future for STXK
[2025-10-11T14:13:59.593983] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:59.594766] [DEBUG] [LOCAL     ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt
[2025-10-11T14:13:59.594823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:59.594856] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:59.594884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:59.594942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:59.612169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:59.612846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:59.612931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:59.612965] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:59.655300] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:59.655396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:59.655432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:59.655460] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:59.658722] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2025-10-11T14:13:59.658981] [INFO ] [FORECASTER] Completed predict_future for STXK
[2025-10-11T14:13:59.659112] [INFO ] [sig       ] STXK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:13:59.830785] [INFO ] [LOCAL     ] Saved forecast: STXK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STXK.txt
[2025-10-11T14:13:59.831105] [INFO ] [sig       ] [1497/1823] Completed STXK in 0.3s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:13:59.831157] [INFO ] [sig       ] [1498/1823] Forecasting STXT...
[2025-10-11T14:13:59.831189] [INFO ] [sig       ] Generating forecast for: STXT
[2025-10-11T14:13:59.831231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'.
[2025-10-11T14:13:59.840348] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'STXT'.
[2025-10-11T14:13:59.840693] [INFO ] [FORECASTER] Starting predict_future for STXT
[2025-10-11T14:13:59.866003] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:13:59.866754] [DEBUG] [LOCAL     ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt
[2025-10-11T14:13:59.866809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:13:59.866842] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:13:59.866868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:13:59.866924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:13:59.883855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:13:59.884395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:13:59.884479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:13:59.884513] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:13:59.926519] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:13:59.926669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:13:59.926727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:13:59.926759] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:13:59.929892] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2025-10-11T14:13:59.930150] [INFO ] [FORECASTER] Completed predict_future for STXT
[2025-10-11T14:13:59.930290] [INFO ] [sig       ] STXT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:00.071026] [INFO ] [LOCAL     ] Saved forecast: STXT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STXT.txt
[2025-10-11T14:14:00.071297] [INFO ] [sig       ] [1498/1823] Completed STXT in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:00.071344] [INFO ] [sig       ] [1499/1823] Forecasting STXV...
[2025-10-11T14:14:00.071376] [INFO ] [sig       ] Generating forecast for: STXV
[2025-10-11T14:14:00.071407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'.
[2025-10-11T14:14:00.081197] [DEBUG] [REMOTE    ] Successfully parsed 1816 rows of historical data for symbol 'STXV'.
[2025-10-11T14:14:00.081560] [INFO ] [FORECASTER] Starting predict_future for STXV
[2025-10-11T14:14:00.107255] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:00.108116] [DEBUG] [LOCAL     ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt
[2025-10-11T14:14:00.108174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:00.108208] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:00.108237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:00.108295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:00.126415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:00.127341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:00.127432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:00.127468] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:00.167889] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:00.168115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:00.168182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:00.168236] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:00.172353] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-10-11T14:14:00.172834] [INFO ] [FORECASTER] Completed predict_future for STXV
[2025-10-11T14:14:00.173005] [INFO ] [sig       ] STXV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:00.323849] [INFO ] [LOCAL     ] Saved forecast: STXV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/STXV.txt
[2025-10-11T14:14:00.324123] [INFO ] [sig       ] [1499/1823] Completed STXV in 0.3s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:00.324184] [INFO ] [sig       ] [1500/1823] Forecasting STZ...
[2025-10-11T14:14:00.324219] [INFO ] [sig       ] Generating forecast for: STZ
[2025-10-11T14:14:00.324272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-10-11T14:14:00.333482] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'STZ'.
[2025-10-11T14:14:00.333798] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-10-11T14:14:00.360048] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:00.360855] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-10-11T14:14:00.360911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:00.360945] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:00.360974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:00.361031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:00.379188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:00.379868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:00.379976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:00.380032] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:00.417593] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:00.417754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:00.417803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:00.417833] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:00.421331] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: UP (p=83.30%)
[2025-10-11T14:14:00.421595] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-10-11T14:14:00.421771] [INFO ] [sig       ] STZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:00.567943] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/STZ.txt
[2025-10-11T14:14:00.568188] [INFO ] [sig       ] [1500/1823] Completed STZ in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:00.568233] [INFO ] [sig       ] [1501/1823] Forecasting SU...
[2025-10-11T14:14:00.568264] [INFO ] [sig       ] Generating forecast for: SU
[2025-10-11T14:14:00.568296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'.
[2025-10-11T14:14:00.578561] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SU'.
[2025-10-11T14:14:00.578980] [INFO ] [FORECASTER] Starting predict_future for SU
[2025-10-11T14:14:00.608693] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:00.609665] [DEBUG] [LOCAL     ] No optimal features file found for SU: ./output/feature-sets/SU.txt
[2025-10-11T14:14:00.609745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:00.609850] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:00.609894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:00.609981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:00.631303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:00.632139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:00.632229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:00.632287] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:00.674717] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:00.674883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:00.674932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:00.674962] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:00.678667] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-10-11T14:14:00.678946] [INFO ] [FORECASTER] Completed predict_future for SU
[2025-10-11T14:14:00.679097] [INFO ] [sig       ] SU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:00.857637] [INFO ] [LOCAL     ] Saved forecast: SU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SU.txt
[2025-10-11T14:14:00.857919] [INFO ] [sig       ] [1501/1823] Completed SU in 0.3s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:00.857973] [INFO ] [sig       ] [1502/1823] Forecasting SUI...
[2025-10-11T14:14:00.858005] [INFO ] [sig       ] Generating forecast for: SUI
[2025-10-11T14:14:00.858037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-10-11T14:14:00.869469] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SUI'.
[2025-10-11T14:14:00.870049] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-10-11T14:14:00.900625] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:00.901963] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-10-11T14:14:00.902025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:00.902063] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:00.902094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:00.902155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:00.921866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:00.922711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:00.922805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:00.922841] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:00.964836] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:00.965057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:00.965143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:00.965214] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:00.969513] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-10-11T14:14:00.969879] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-10-11T14:14:00.970044] [INFO ] [sig       ] SUI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:01.140996] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SUI.txt
[2025-10-11T14:14:01.141272] [INFO ] [sig       ] [1502/1823] Completed SUI in 0.3s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:01.141322] [INFO ] [sig       ] [1503/1823] Forecasting SUN...
[2025-10-11T14:14:01.141355] [INFO ] [sig       ] Generating forecast for: SUN
[2025-10-11T14:14:01.141409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-10-11T14:14:01.151122] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SUN'.
[2025-10-11T14:14:01.151499] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-10-11T14:14:01.178870] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:01.179633] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-10-11T14:14:01.179735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:01.179781] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:01.179815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:01.179886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:01.197011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:01.197612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:01.197727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:01.197778] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:01.234275] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:01.234391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:01.234429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:01.234458] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:01.237727] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-10-11T14:14:01.238021] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-10-11T14:14:01.238161] [INFO ] [sig       ] SUN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:01.376846] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SUN.txt
[2025-10-11T14:14:01.377075] [INFO ] [sig       ] [1503/1823] Completed SUN in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:01.377120] [INFO ] [sig       ] [1504/1823] Forecasting SUPV...
[2025-10-11T14:14:01.377152] [INFO ] [sig       ] Generating forecast for: SUPV
[2025-10-11T14:14:01.377184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'.
[2025-10-11T14:14:01.386834] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SUPV'.
[2025-10-11T14:14:01.387203] [INFO ] [FORECASTER] Starting predict_future for SUPV
[2025-10-11T14:14:01.416986] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:01.417901] [DEBUG] [LOCAL     ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt
[2025-10-11T14:14:01.417970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:01.418008] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:01.418036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:01.418094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:01.434907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:01.435592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:01.435725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:01.435779] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:01.474093] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:01.474277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:01.474321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:01.474351] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:01.478462] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-10-11T14:14:01.478883] [INFO ] [FORECASTER] Completed predict_future for SUPV
[2025-10-11T14:14:01.479055] [INFO ] [sig       ] SUPV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:01.652771] [INFO ] [LOCAL     ] Saved forecast: SUPV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SUPV.txt
[2025-10-11T14:14:01.653076] [INFO ] [sig       ] [1504/1823] Completed SUPV in 0.3s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:01.653147] [INFO ] [sig       ] [1505/1823] Forecasting SUZ...
[2025-10-11T14:14:01.653210] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-10-11T14:14:01.653275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-10-11T14:14:01.663004] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SUZ'.
[2025-10-11T14:14:01.663276] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-10-11T14:14:01.688021] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:01.688741] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-10-11T14:14:01.688798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:01.688833] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:01.688861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:01.688918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:01.705538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:01.706116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:01.706199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:01.706234] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:01.739916] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:01.740001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:01.740038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:01.740065] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:01.743024] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-10-11T14:14:01.743273] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-10-11T14:14:01.743400] [INFO ] [sig       ] SUZ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:01.882179] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SUZ.txt
[2025-10-11T14:14:01.882409] [INFO ] [sig       ] [1505/1823] Completed SUZ in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:01.882452] [INFO ] [sig       ] [1506/1823] Forecasting SVV...
[2025-10-11T14:14:01.882483] [INFO ] [sig       ] Generating forecast for: SVV
[2025-10-11T14:14:01.882515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'.
[2025-10-11T14:14:01.891800] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SVV'.
[2025-10-11T14:14:01.892149] [INFO ] [FORECASTER] Starting predict_future for SVV
[2025-10-11T14:14:01.917005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:01.917751] [DEBUG] [LOCAL     ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt
[2025-10-11T14:14:01.917808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:01.917843] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:01.917870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:01.917927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:01.934952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:01.935718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:01.935808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:01.935845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:01.970182] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:01.970274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:01.970310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:01.970338] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:01.973484] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-10-11T14:14:01.973783] [INFO ] [FORECASTER] Completed predict_future for SVV
[2025-10-11T14:14:01.973939] [INFO ] [sig       ] SVV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:02.114208] [INFO ] [LOCAL     ] Saved forecast: SVV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SVV.txt
[2025-10-11T14:14:02.114432] [INFO ] [sig       ] [1506/1823] Completed SVV in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:02.114493] [INFO ] [sig       ] [1507/1823] Forecasting SW...
[2025-10-11T14:14:02.114527] [INFO ] [sig       ] Generating forecast for: SW
[2025-10-11T14:14:02.114560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SW' from 'https://tdm.silogroup.org/data/derivative_storage/SW.csv'.
[2025-10-11T14:14:02.123520] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SW'.
[2025-10-11T14:14:02.123796] [INFO ] [FORECASTER] Starting predict_future for SW
[2025-10-11T14:14:02.148632] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:02.149368] [DEBUG] [LOCAL     ] No optimal features file found for SW: ./output/feature-sets/SW.txt
[2025-10-11T14:14:02.149424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:02.149458] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:02.149485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:02.149543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:02.167304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:02.167919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:02.168015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:02.168050] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:02.200183] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:02.200315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:02.200354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:02.200383] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:02.203664] [DEBUG] [FORECASTER] SW: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-10-11T14:14:02.203934] [INFO ] [FORECASTER] Completed predict_future for SW
[2025-10-11T14:14:02.204099] [INFO ] [sig       ] SW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:02.373089] [INFO ] [LOCAL     ] Saved forecast: SW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SW.txt
[2025-10-11T14:14:02.373337] [INFO ] [sig       ] [1507/1823] Completed SW in 0.3s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:02.373382] [INFO ] [sig       ] [1508/1823] Forecasting SWK...
[2025-10-11T14:14:02.373413] [INFO ] [sig       ] Generating forecast for: SWK
[2025-10-11T14:14:02.373445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-10-11T14:14:02.382455] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SWK'.
[2025-10-11T14:14:02.382820] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-10-11T14:14:02.407552] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:02.408291] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-10-11T14:14:02.408345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:02.408379] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:02.408407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:02.408463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:02.425561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:02.426204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:02.426285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:02.426319] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:02.467690] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:02.467842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:02.467918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:02.467971] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:02.471963] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-10-11T14:14:02.472258] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-10-11T14:14:02.472436] [INFO ] [sig       ] SWK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:02.614295] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SWK.txt
[2025-10-11T14:14:02.614558] [INFO ] [sig       ] [1508/1823] Completed SWK in 0.2s | 4.09 sym/s | Total: 6.1m | ETA: 1.3m
[2025-10-11T14:14:02.614619] [INFO ] [sig       ] [1509/1823] Forecasting SWX...
[2025-10-11T14:14:02.614690] [INFO ] [sig       ] Generating forecast for: SWX
[2025-10-11T14:14:02.614741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-10-11T14:14:02.624614] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SWX'.
[2025-10-11T14:14:02.624948] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-10-11T14:14:02.651572] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:02.652364] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-10-11T14:14:02.652421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:02.652457] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:02.652484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:02.652540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:02.670710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:02.671337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:02.671431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:02.671486] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:02.710488] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:02.710589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:02.710626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:02.710691] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:02.714018] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-10-11T14:14:02.714293] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-10-11T14:14:02.714451] [INFO ] [sig       ] SWX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:02.858274] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SWX.txt
[2025-10-11T14:14:02.858494] [INFO ] [sig       ] [1509/1823] Completed SWX in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.3m
[2025-10-11T14:14:02.858536] [INFO ] [sig       ] [1510/1823] Forecasting SWZ...
[2025-10-11T14:14:02.858566] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-10-11T14:14:02.858598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-10-11T14:14:02.867049] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SWZ'.
[2025-10-11T14:14:02.867320] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-10-11T14:14:02.892531] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:02.893266] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-10-11T14:14:02.893341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:02.893431] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:02.893481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:02.893542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:02.911498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:02.912113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:02.912200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:02.912235] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:02.946987] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:02.947094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:02.947132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:02.947161] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:02.950534] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=58.72%)
[2025-10-11T14:14:02.950836] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-10-11T14:14:02.951000] [INFO ] [sig       ] SWZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:03.099067] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SWZ.txt
[2025-10-11T14:14:03.099296] [INFO ] [sig       ] [1510/1823] Completed SWZ in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.3m
[2025-10-11T14:14:03.099341] [INFO ] [sig       ] [1511/1823] Forecasting SXC...
[2025-10-11T14:14:03.099372] [INFO ] [sig       ] Generating forecast for: SXC
[2025-10-11T14:14:03.099451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-10-11T14:14:03.108116] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SXC'.
[2025-10-11T14:14:03.108375] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-10-11T14:14:03.134541] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:03.135298] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-10-11T14:14:03.135353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:03.135387] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:03.135415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:03.135472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:03.155044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:03.155715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:03.155799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:03.155833] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:03.191296] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:03.191400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:03.191438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:03.191467] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:03.194832] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=31.74%)
[2025-10-11T14:14:03.195095] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-10-11T14:14:03.195228] [INFO ] [sig       ] SXC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:03.344460] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SXC.txt
[2025-10-11T14:14:03.344833] [INFO ] [sig       ] [1511/1823] Completed SXC in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.3m
[2025-10-11T14:14:03.344897] [INFO ] [sig       ] [1512/1823] Forecasting SXI...
[2025-10-11T14:14:03.344931] [INFO ] [sig       ] Generating forecast for: SXI
[2025-10-11T14:14:03.344962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-10-11T14:14:03.354590] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SXI'.
[2025-10-11T14:14:03.355042] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-10-11T14:14:03.382544] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:03.383860] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-10-11T14:14:03.383950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:03.383993] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:03.384028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:03.384107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:03.403073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:03.403833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:03.403922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:03.403956] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:03.440881] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:03.441048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:03.441096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:03.441130] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:03.445608] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-10-11T14:14:03.445969] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-10-11T14:14:03.446135] [INFO ] [sig       ] SXI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:03.596744] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SXI.txt
[2025-10-11T14:14:03.597013] [INFO ] [sig       ] [1512/1823] Completed SXI in 0.3s | 4.09 sym/s | Total: 6.2m | ETA: 1.3m
[2025-10-11T14:14:03.597058] [INFO ] [sig       ] [1513/1823] Forecasting SXT...
[2025-10-11T14:14:03.597089] [INFO ] [sig       ] Generating forecast for: SXT
[2025-10-11T14:14:03.597120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'.
[2025-10-11T14:14:03.606140] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SXT'.
[2025-10-11T14:14:03.606520] [INFO ] [FORECASTER] Starting predict_future for SXT
[2025-10-11T14:14:03.632437] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:03.633245] [DEBUG] [LOCAL     ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt
[2025-10-11T14:14:03.633302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:03.633337] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:03.633365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:03.633426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:03.651338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:03.652150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:03.652236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:03.652272] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:03.687759] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:03.687873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:03.687915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:03.687947] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:03.691293] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: UP (p=63.75%)
[2025-10-11T14:14:03.691566] [INFO ] [FORECASTER] Completed predict_future for SXT
[2025-10-11T14:14:03.691729] [INFO ] [sig       ] SXT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:03.836690] [INFO ] [LOCAL     ] Saved forecast: SXT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SXT.txt
[2025-10-11T14:14:03.836932] [INFO ] [sig       ] [1513/1823] Completed SXT in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.3m
[2025-10-11T14:14:03.836977] [INFO ] [sig       ] [1514/1823] Forecasting SYF...
[2025-10-11T14:14:03.837007] [INFO ] [sig       ] Generating forecast for: SYF
[2025-10-11T14:14:03.837039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-10-11T14:14:03.845697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SYF'.
[2025-10-11T14:14:03.846009] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-10-11T14:14:03.871450] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:03.872234] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-10-11T14:14:03.872332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:03.872381] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:03.872444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:03.872515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:03.894017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:03.895121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:03.895207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:03.895242] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:03.932102] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:03.932250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:03.932291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:03.932351] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:03.935933] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=81.75%)
[2025-10-11T14:14:03.936203] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-10-11T14:14:03.936339] [INFO ] [sig       ] SYF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:04.096482] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SYF.txt
[2025-10-11T14:14:04.096802] [INFO ] [sig       ] [1514/1823] Completed SYF in 0.3s | 4.09 sym/s | Total: 6.2m | ETA: 1.3m
[2025-10-11T14:14:04.096865] [INFO ] [sig       ] [1515/1823] Forecasting SYK...
[2025-10-11T14:14:04.096899] [INFO ] [sig       ] Generating forecast for: SYK
[2025-10-11T14:14:04.096931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-10-11T14:14:04.106617] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SYK'.
[2025-10-11T14:14:04.106974] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-10-11T14:14:04.131740] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:04.132403] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-10-11T14:14:04.132456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:04.132490] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:04.132518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:04.132574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:04.149522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:04.150083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:04.150161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:04.150195] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:04.186902] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:04.187000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:04.187036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:04.187064] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:04.190026] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-10-11T14:14:04.190274] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-10-11T14:14:04.190415] [INFO ] [sig       ] SYK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:04.328382] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/SYK.txt
[2025-10-11T14:14:04.328574] [INFO ] [sig       ] [1515/1823] Completed SYK in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.3m
[2025-10-11T14:14:04.328615] [INFO ] [sig       ] [1516/1823] Forecasting SYY...
[2025-10-11T14:14:04.328671] [INFO ] [sig       ] Generating forecast for: SYY
[2025-10-11T14:14:04.328725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-10-11T14:14:04.337320] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SYY'.
[2025-10-11T14:14:04.337575] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-10-11T14:14:04.361958] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:04.362829] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-10-11T14:14:04.362887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:04.362921] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:04.362949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:04.363006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:04.380290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:04.380844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:04.380924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:04.380958] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:04.419088] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:04.419169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:04.419203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:04.419230] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:04.422191] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-10-11T14:14:04.422434] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-10-11T14:14:04.422560] [INFO ] [sig       ] SYY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:04.560151] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/SYY.txt
[2025-10-11T14:14:04.560336] [INFO ] [sig       ] [1516/1823] Completed SYY in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.3m
[2025-10-11T14:14:04.560377] [INFO ] [sig       ] [1517/1823] Forecasting T...
[2025-10-11T14:14:04.560407] [INFO ] [sig       ] Generating forecast for: T
[2025-10-11T14:14:04.560438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'.
[2025-10-11T14:14:04.569608] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'T'.
[2025-10-11T14:14:04.569989] [INFO ] [FORECASTER] Starting predict_future for T
[2025-10-11T14:14:04.595053] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:04.595768] [DEBUG] [LOCAL     ] No optimal features file found for T: ./output/feature-sets/T.txt
[2025-10-11T14:14:04.595822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:04.595873] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:04.595904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:04.595962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:04.612832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:04.613462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:04.613581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:04.613620] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:04.653400] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:04.653688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:04.653753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:04.653786] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:04.657975] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-10-11T14:14:04.658360] [INFO ] [FORECASTER] Completed predict_future for T
[2025-10-11T14:14:04.658525] [INFO ] [sig       ] T: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:04.802145] [INFO ] [LOCAL     ] Saved forecast: T	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/T.txt
[2025-10-11T14:14:04.802421] [INFO ] [sig       ] [1517/1823] Completed T in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:04.802483] [INFO ] [sig       ] [1518/1823] Forecasting TAC...
[2025-10-11T14:14:04.802517] [INFO ] [sig       ] Generating forecast for: TAC
[2025-10-11T14:14:04.802550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-10-11T14:14:04.812035] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TAC'.
[2025-10-11T14:14:04.812490] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-10-11T14:14:04.838924] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:04.839862] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-10-11T14:14:04.839926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:04.839960] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:04.839989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:04.840046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:04.857376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:04.858252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:04.858340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:04.858375] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:04.900863] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:04.901042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:04.901086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:04.901116] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:04.904622] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-10-11T14:14:04.904927] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-10-11T14:14:04.905063] [INFO ] [sig       ] TAC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:05.046376] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TAC.txt
[2025-10-11T14:14:05.046687] [INFO ] [sig       ] [1518/1823] Completed TAC in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:05.046750] [INFO ] [sig       ] [1519/1823] Forecasting TAK...
[2025-10-11T14:14:05.046784] [INFO ] [sig       ] Generating forecast for: TAK
[2025-10-11T14:14:05.046817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-10-11T14:14:05.055896] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TAK'.
[2025-10-11T14:14:05.056295] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-10-11T14:14:05.081176] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:05.081962] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-10-11T14:14:05.082017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:05.082052] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:05.082080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:05.082138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:05.099019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:05.099682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:05.099767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:05.099801] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:05.141709] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:05.141853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:05.141893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:05.141923] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:05.145307] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-10-11T14:14:05.145590] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-10-11T14:14:05.145759] [INFO ] [sig       ] TAK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:05.286125] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TAK.txt
[2025-10-11T14:14:05.286343] [INFO ] [sig       ] [1519/1823] Completed TAK in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:05.286385] [INFO ] [sig       ] [1520/1823] Forecasting TAL...
[2025-10-11T14:14:05.286415] [INFO ] [sig       ] Generating forecast for: TAL
[2025-10-11T14:14:05.286446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-10-11T14:14:05.295404] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TAL'.
[2025-10-11T14:14:05.295692] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-10-11T14:14:05.320302] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:05.321015] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-10-11T14:14:05.321069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:05.321102] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:05.321129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:05.321185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:05.338244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:05.338793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:05.338871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:05.338904] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:05.374895] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:05.374976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:05.375011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:05.375040] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:05.379891] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-10-11T14:14:05.380138] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-10-11T14:14:05.380265] [INFO ] [sig       ] TAL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:05.519712] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TAL.txt
[2025-10-11T14:14:05.519977] [INFO ] [sig       ] [1520/1823] Completed TAL in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:05.520022] [INFO ] [sig       ] [1521/1823] Forecasting TALO...
[2025-10-11T14:14:05.520054] [INFO ] [sig       ] Generating forecast for: TALO
[2025-10-11T14:14:05.520086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-10-11T14:14:05.528996] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TALO'.
[2025-10-11T14:14:05.529264] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-10-11T14:14:05.553976] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:05.554673] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-10-11T14:14:05.554731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:05.554766] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:05.554793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:05.554852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:05.571637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:05.572200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:05.572277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:05.572311] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:05.606741] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:05.606834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:05.606869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:05.606898] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:05.610051] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-10-11T14:14:05.610308] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-10-11T14:14:05.610437] [INFO ] [sig       ] TALO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:05.758229] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TALO.txt
[2025-10-11T14:14:05.758552] [INFO ] [sig       ] [1521/1823] Completed TALO in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:05.758614] [INFO ] [sig       ] [1522/1823] Forecasting TAP...
[2025-10-11T14:14:05.758675] [INFO ] [sig       ] Generating forecast for: TAP
[2025-10-11T14:14:05.758729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-10-11T14:14:05.768280] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TAP'.
[2025-10-11T14:14:05.768693] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-10-11T14:14:05.794794] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:05.795635] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-10-11T14:14:05.795721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:05.795760] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:05.795791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:05.795851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:05.813582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:05.814385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:05.814474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:05.814510] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:05.849472] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:05.849565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:05.849620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:05.849681] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:05.852830] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2025-10-11T14:14:05.853105] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-10-11T14:14:05.853242] [INFO ] [sig       ] TAP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:05.994072] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TAP.txt
[2025-10-11T14:14:05.994280] [INFO ] [sig       ] [1522/1823] Completed TAP in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:05.994322] [INFO ] [sig       ] [1523/1823] Forecasting TBB...
[2025-10-11T14:14:05.994355] [INFO ] [sig       ] Generating forecast for: TBB
[2025-10-11T14:14:05.994387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-10-11T14:14:06.003911] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TBB'.
[2025-10-11T14:14:06.004232] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-10-11T14:14:06.028990] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:06.029675] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-10-11T14:14:06.029732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:06.029765] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:06.029793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:06.029850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:06.046498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:06.047093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:06.047173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:06.047207] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:06.078909] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:06.078990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:06.079025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:06.079053] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:06.082028] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-10-11T14:14:06.082275] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-10-11T14:14:06.082401] [INFO ] [sig       ] TBB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:06.221561] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TBB.txt
[2025-10-11T14:14:06.221801] [INFO ] [sig       ] [1523/1823] Completed TBB in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:06.221890] [INFO ] [sig       ] [1524/1823] Forecasting TBBB...
[2025-10-11T14:14:06.221930] [INFO ] [sig       ] Generating forecast for: TBBB
[2025-10-11T14:14:06.221962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBBB.csv'.
[2025-10-11T14:14:06.231271] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TBBB'.
[2025-10-11T14:14:06.231669] [INFO ] [FORECASTER] Starting predict_future for TBBB
[2025-10-11T14:14:06.256846] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:06.257590] [DEBUG] [LOCAL     ] No optimal features file found for TBBB: ./output/feature-sets/TBBB.txt
[2025-10-11T14:14:06.257663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:06.257720] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:06.257771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:06.257830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:06.274575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:06.275135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:06.275218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:06.275251] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:06.306896] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:06.306988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:06.307025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:06.307054] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:06.310055] [DEBUG] [FORECASTER] TBBB: Forecast T+1@11:T+2@11: UP (p=87.64%)
[2025-10-11T14:14:06.310307] [INFO ] [FORECASTER] Completed predict_future for TBBB
[2025-10-11T14:14:06.310436] [INFO ] [sig       ] TBBB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:06.449127] [INFO ] [LOCAL     ] Saved forecast: TBBB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TBBB.txt
[2025-10-11T14:14:06.449334] [INFO ] [sig       ] [1524/1823] Completed TBBB in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:06.449376] [INFO ] [sig       ] [1525/1823] Forecasting TBI...
[2025-10-11T14:14:06.449406] [INFO ] [sig       ] Generating forecast for: TBI
[2025-10-11T14:14:06.449437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-10-11T14:14:06.457907] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TBI'.
[2025-10-11T14:14:06.458155] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-10-11T14:14:06.482743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:06.483398] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-10-11T14:14:06.483450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:06.483483] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:06.483510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:06.483567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:06.500469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:06.501055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:06.501136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:06.501169] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:06.536083] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:06.536191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:06.536228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:06.536257] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:06.539416] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2025-10-11T14:14:06.539694] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-10-11T14:14:06.539830] [INFO ] [sig       ] TBI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:06.685495] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TBI.txt
[2025-10-11T14:14:06.685796] [INFO ] [sig       ] [1525/1823] Completed TBI in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:06.685872] [INFO ] [sig       ] [1526/1823] Forecasting TBN...
[2025-10-11T14:14:06.685937] [INFO ] [sig       ] Generating forecast for: TBN
[2025-10-11T14:14:06.685997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBN' from 'https://tdm.silogroup.org/data/derivative_storage/TBN.csv'.
[2025-10-11T14:14:06.694569] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'TBN'.
[2025-10-11T14:14:06.694998] [INFO ] [FORECASTER] Starting predict_future for TBN
[2025-10-11T14:14:06.720607] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:06.721369] [DEBUG] [LOCAL     ] No optimal features file found for TBN: ./output/feature-sets/TBN.txt
[2025-10-11T14:14:06.721430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:06.721464] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:06.721492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:06.721549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:06.738518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:06.739251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:06.739347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:06.739400] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:06.781946] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:06.782126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:06.782169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:06.782198] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:06.785808] [DEBUG] [FORECASTER] TBN: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-10-11T14:14:06.786079] [INFO ] [FORECASTER] Completed predict_future for TBN
[2025-10-11T14:14:06.786215] [INFO ] [sig       ] TBN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:06.937256] [INFO ] [LOCAL     ] Saved forecast: TBN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TBN.txt
[2025-10-11T14:14:06.937557] [INFO ] [sig       ] [1526/1823] Completed TBN in 0.3s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:06.937628] [INFO ] [sig       ] [1527/1823] Forecasting TCBX...
[2025-10-11T14:14:06.937739] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-10-11T14:14:06.937798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-10-11T14:14:06.948575] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TCBX'.
[2025-10-11T14:14:06.949054] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-10-11T14:14:06.976179] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:06.977062] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-10-11T14:14:06.977122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:06.977158] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:06.977188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:06.977247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:06.995733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:06.996336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:06.996416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:06.996451] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:07.038403] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:07.038518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:07.038556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:07.038585] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:07.041932] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-10-11T14:14:07.042193] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-10-11T14:14:07.042328] [INFO ] [sig       ] TCBX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:07.182958] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TCBX.txt
[2025-10-11T14:14:07.183219] [INFO ] [sig       ] [1527/1823] Completed TCBX in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:07.183266] [INFO ] [sig       ] [1528/1823] Forecasting TD...
[2025-10-11T14:14:07.183298] [INFO ] [sig       ] Generating forecast for: TD
[2025-10-11T14:14:07.183338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-10-11T14:14:07.192516] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TD'.
[2025-10-11T14:14:07.192923] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-10-11T14:14:07.223776] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:07.224712] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-10-11T14:14:07.224773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:07.224835] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:07.224864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:07.224922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:07.243782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:07.244625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:07.244756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:07.244812] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:07.289572] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:07.289745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:07.289797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:07.289829] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:07.293268] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-10-11T14:14:07.293538] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-10-11T14:14:07.293707] [INFO ] [sig       ] TD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:07.439575] [INFO ] [LOCAL     ] Saved forecast: TD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TD.txt
[2025-10-11T14:14:07.439881] [INFO ] [sig       ] [1528/1823] Completed TD in 0.3s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:07.439943] [INFO ] [sig       ] [1529/1823] Forecasting TDC...
[2025-10-11T14:14:07.439977] [INFO ] [sig       ] Generating forecast for: TDC
[2025-10-11T14:14:07.440009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-10-11T14:14:07.449945] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDC'.
[2025-10-11T14:14:07.450309] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-10-11T14:14:07.475520] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:07.476223] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-10-11T14:14:07.476282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:07.476316] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:07.476343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:07.476409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:07.493204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:07.493765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:07.493857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:07.493910] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:07.530972] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:07.531082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:07.531159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:07.531193] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:07.534256] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-10-11T14:14:07.534506] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-10-11T14:14:07.534636] [INFO ] [sig       ] TDC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:07.673294] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TDC.txt
[2025-10-11T14:14:07.673502] [INFO ] [sig       ] [1529/1823] Completed TDC in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:07.673544] [INFO ] [sig       ] [1530/1823] Forecasting TDF...
[2025-10-11T14:14:07.673575] [INFO ] [sig       ] Generating forecast for: TDF
[2025-10-11T14:14:07.673606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-10-11T14:14:07.683027] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDF'.
[2025-10-11T14:14:07.683384] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-10-11T14:14:07.708240] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:07.708939] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-10-11T14:14:07.709004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:07.709037] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:07.709065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:07.709174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:07.726263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:07.726856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:07.726938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:07.726972] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:07.763186] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:07.763277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:07.763313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:07.763342] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:07.766453] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-10-11T14:14:07.766789] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-10-11T14:14:07.766930] [INFO ] [sig       ] TDF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:07.907068] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TDF.txt
[2025-10-11T14:14:07.907270] [INFO ] [sig       ] [1530/1823] Completed TDF in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:07.907312] [INFO ] [sig       ] [1531/1823] Forecasting TDG...
[2025-10-11T14:14:07.907343] [INFO ] [sig       ] Generating forecast for: TDG
[2025-10-11T14:14:07.907375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-10-11T14:14:07.917141] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDG'.
[2025-10-11T14:14:07.917491] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-10-11T14:14:07.942490] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:07.943185] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-10-11T14:14:07.943239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:07.943274] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:07.943302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:07.943372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:07.960826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:07.961442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:07.961524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:07.961558] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:08.006781] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:08.006907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:08.006945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:08.006974] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:08.010396] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-10-11T14:14:08.010689] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-10-11T14:14:08.010842] [INFO ] [sig       ] TDG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:08.154506] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TDG.txt
[2025-10-11T14:14:08.154760] [INFO ] [sig       ] [1531/1823] Completed TDG in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:08.154822] [INFO ] [sig       ] [1532/1823] Forecasting TDOC...
[2025-10-11T14:14:08.154854] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-10-11T14:14:08.154886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-10-11T14:14:08.163616] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDOC'.
[2025-10-11T14:14:08.163903] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-10-11T14:14:08.189966] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:08.190728] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-10-11T14:14:08.190786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:08.190822] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:08.190896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:08.190971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:08.208776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:08.209340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:08.209426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:08.209460] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:08.258720] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:08.258826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:08.258868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:08.258898] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:08.262433] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-10-11T14:14:08.262722] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-10-11T14:14:08.262869] [INFO ] [sig       ] TDOC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:08.407391] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TDOC.txt
[2025-10-11T14:14:08.407677] [INFO ] [sig       ] [1532/1823] Completed TDOC in 0.3s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:08.407737] [INFO ] [sig       ] [1533/1823] Forecasting TDS...
[2025-10-11T14:14:08.407770] [INFO ] [sig       ] Generating forecast for: TDS
[2025-10-11T14:14:08.407803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-10-11T14:14:08.417127] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDS'.
[2025-10-11T14:14:08.417449] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-10-11T14:14:08.442856] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:08.443564] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-10-11T14:14:08.443619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:08.443682] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:08.443729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:08.443789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:08.461252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:08.461829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:08.461911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:08.461946] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:08.501301] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:08.501394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:08.501469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:08.501499] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:08.508814] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-10-11T14:14:08.509111] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-10-11T14:14:08.509255] [INFO ] [sig       ] TDS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:08.651771] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TDS.txt
[2025-10-11T14:14:08.651997] [INFO ] [sig       ] [1533/1823] Completed TDS in 0.2s | 4.09 sym/s | Total: 6.2m | ETA: 1.2m
[2025-10-11T14:14:08.652039] [INFO ] [sig       ] [1534/1823] Forecasting TDW...
[2025-10-11T14:14:08.652069] [INFO ] [sig       ] Generating forecast for: TDW
[2025-10-11T14:14:08.652101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'.
[2025-10-11T14:14:08.660748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDW'.
[2025-10-11T14:14:08.661014] [INFO ] [FORECASTER] Starting predict_future for TDW
[2025-10-11T14:14:08.686273] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:08.687091] [DEBUG] [LOCAL     ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt
[2025-10-11T14:14:08.687151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:08.687186] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:08.687214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:08.687271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:08.704824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:08.705410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:08.705495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:08.705529] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:08.742724] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:08.742815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:08.742851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:08.742881] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:08.746147] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-10-11T14:14:08.746400] [INFO ] [FORECASTER] Completed predict_future for TDW
[2025-10-11T14:14:08.746534] [INFO ] [sig       ] TDW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:08.893444] [INFO ] [LOCAL     ] Saved forecast: TDW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TDW.txt
[2025-10-11T14:14:08.893689] [INFO ] [sig       ] [1534/1823] Completed TDW in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.2m
[2025-10-11T14:14:08.893749] [INFO ] [sig       ] [1535/1823] Forecasting TDY...
[2025-10-11T14:14:08.893783] [INFO ] [sig       ] Generating forecast for: TDY
[2025-10-11T14:14:08.893816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-10-11T14:14:08.902712] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TDY'.
[2025-10-11T14:14:08.902973] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-10-11T14:14:08.928473] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:08.929204] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-10-11T14:14:08.929259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:08.929294] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:08.929324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:08.929382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:08.947350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:08.948150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:08.948261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:08.948327] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:08.995625] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:08.995849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:08.995900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:08.995934] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:09.000001] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-10-11T14:14:09.000285] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-10-11T14:14:09.000448] [INFO ] [sig       ] TDY: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:09.149561] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TDY.txt
[2025-10-11T14:14:09.149837] [INFO ] [sig       ] [1535/1823] Completed TDY in 0.3s | 4.09 sym/s | Total: 6.3m | ETA: 1.2m
[2025-10-11T14:14:09.149898] [INFO ] [sig       ] [1536/1823] Forecasting TEAF...
[2025-10-11T14:14:09.149932] [INFO ] [sig       ] Generating forecast for: TEAF
[2025-10-11T14:14:09.149964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAF' from 'https://tdm.silogroup.org/data/derivative_storage/TEAF.csv'.
[2025-10-11T14:14:09.158955] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEAF'.
[2025-10-11T14:14:09.159222] [INFO ] [FORECASTER] Starting predict_future for TEAF
[2025-10-11T14:14:09.184579] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:09.185297] [DEBUG] [LOCAL     ] No optimal features file found for TEAF: ./output/feature-sets/TEAF.txt
[2025-10-11T14:14:09.185352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:09.185387] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:09.185416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:09.185474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:09.202986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:09.203534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:09.203613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:09.203673] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:09.238062] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:09.238153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:09.238189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:09.238235] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:09.241353] [DEBUG] [FORECASTER] TEAF: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-10-11T14:14:09.241610] [INFO ] [FORECASTER] Completed predict_future for TEAF
[2025-10-11T14:14:09.241777] [INFO ] [sig       ] TEAF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:09.396174] [INFO ] [LOCAL     ] Saved forecast: TEAF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TEAF.txt
[2025-10-11T14:14:09.396454] [INFO ] [sig       ] [1536/1823] Completed TEAF in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.2m
[2025-10-11T14:14:09.396517] [INFO ] [sig       ] [1537/1823] Forecasting TECK...
[2025-10-11T14:14:09.396552] [INFO ] [sig       ] Generating forecast for: TECK
[2025-10-11T14:14:09.396615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-10-11T14:14:09.405382] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TECK'.
[2025-10-11T14:14:09.405663] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-10-11T14:14:09.430821] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:09.431528] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-10-11T14:14:09.431583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:09.431617] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:09.431670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:09.431751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:09.449040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:09.449562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:09.449664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:09.449719] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:09.486724] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:09.486802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:09.486839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:09.486867] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:09.489880] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-10-11T14:14:09.490129] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-10-11T14:14:09.490262] [INFO ] [sig       ] TECK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:09.637662] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TECK.txt
[2025-10-11T14:14:09.637937] [INFO ] [sig       ] [1537/1823] Completed TECK in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.2m
[2025-10-11T14:14:09.637984] [INFO ] [sig       ] [1538/1823] Forecasting TEF...
[2025-10-11T14:14:09.638016] [INFO ] [sig       ] Generating forecast for: TEF
[2025-10-11T14:14:09.638049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-10-11T14:14:09.647180] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEF'.
[2025-10-11T14:14:09.647530] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-10-11T14:14:09.674911] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:09.675723] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-10-11T14:14:09.675781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:09.675817] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:09.675848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:09.675927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:09.693699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:09.694400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:09.694492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:09.694528] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:09.733783] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:09.733978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:09.734035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:09.734069] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:09.737738] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=59.91%)
[2025-10-11T14:14:09.738031] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-10-11T14:14:09.738173] [INFO ] [sig       ] TEF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:09.891422] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TEF.txt
[2025-10-11T14:14:09.891702] [INFO ] [sig       ] [1538/1823] Completed TEF in 0.3s | 4.09 sym/s | Total: 6.3m | ETA: 1.2m
[2025-10-11T14:14:09.891764] [INFO ] [sig       ] [1539/1823] Forecasting TEI...
[2025-10-11T14:14:09.891799] [INFO ] [sig       ] Generating forecast for: TEI
[2025-10-11T14:14:09.891832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-10-11T14:14:09.900895] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEI'.
[2025-10-11T14:14:09.901288] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-10-11T14:14:09.928178] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:09.929072] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-10-11T14:14:09.929132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:09.929167] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:09.929197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:09.929257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:09.946964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:09.947683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:09.947773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:09.947809] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:09.982776] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:09.982959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:09.983002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:09.983037] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:09.986608] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=29.66%)
[2025-10-11T14:14:09.986942] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-10-11T14:14:09.987097] [INFO ] [sig       ] TEI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:10.132941] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TEI.txt
[2025-10-11T14:14:10.133149] [INFO ] [sig       ] [1539/1823] Completed TEI in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.2m
[2025-10-11T14:14:10.133191] [INFO ] [sig       ] [1540/1823] Forecasting TEL...
[2025-10-11T14:14:10.133222] [INFO ] [sig       ] Generating forecast for: TEL
[2025-10-11T14:14:10.133253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-10-11T14:14:10.142076] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEL'.
[2025-10-11T14:14:10.142374] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-10-11T14:14:10.167747] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:10.168491] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-10-11T14:14:10.168547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:10.168583] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:10.168613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:10.168700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:10.186381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:10.186997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:10.187078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:10.187112] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:10.222980] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:10.223071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:10.223107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:10.223135] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:10.226228] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-10-11T14:14:10.226482] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-10-11T14:14:10.226665] [INFO ] [sig       ] TEL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:10.376310] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TEL.txt
[2025-10-11T14:14:10.376559] [INFO ] [sig       ] [1540/1823] Completed TEL in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.2m
[2025-10-11T14:14:10.376639] [INFO ] [sig       ] [1541/1823] Forecasting TEN...
[2025-10-11T14:14:10.376721] [INFO ] [sig       ] Generating forecast for: TEN
[2025-10-11T14:14:10.376760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEN' from 'https://tdm.silogroup.org/data/derivative_storage/TEN.csv'.
[2025-10-11T14:14:10.386081] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEN'.
[2025-10-11T14:14:10.386368] [INFO ] [FORECASTER] Starting predict_future for TEN
[2025-10-11T14:14:10.411981] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:10.412723] [DEBUG] [LOCAL     ] No optimal features file found for TEN: ./output/feature-sets/TEN.txt
[2025-10-11T14:14:10.412779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:10.412815] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:10.412844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:10.412903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:10.430622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:10.431184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:10.431264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:10.431299] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:10.467627] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:10.467731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:10.467774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:10.467804] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:10.470832] [DEBUG] [FORECASTER] TEN: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-10-11T14:14:10.471082] [INFO ] [FORECASTER] Completed predict_future for TEN
[2025-10-11T14:14:10.471221] [INFO ] [sig       ] TEN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:10.616527] [INFO ] [LOCAL     ] Saved forecast: TEN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TEN.txt
[2025-10-11T14:14:10.616818] [INFO ] [sig       ] [1541/1823] Completed TEN in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:10.616879] [INFO ] [sig       ] [1542/1823] Forecasting TEO...
[2025-10-11T14:14:10.616911] [INFO ] [sig       ] Generating forecast for: TEO
[2025-10-11T14:14:10.616944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-10-11T14:14:10.626554] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEO'.
[2025-10-11T14:14:10.626874] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-10-11T14:14:10.651598] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:10.652295] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-10-11T14:14:10.652348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:10.652382] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:10.652410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:10.652468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:10.669798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:10.670368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:10.670452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:10.670486] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:10.709073] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:10.709150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:10.709185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:10.709213] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:10.712220] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-10-11T14:14:10.712465] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-10-11T14:14:10.712596] [INFO ] [sig       ] TEO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:10.851716] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TEO.txt
[2025-10-11T14:14:10.851938] [INFO ] [sig       ] [1542/1823] Completed TEO in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:10.851982] [INFO ] [sig       ] [1543/1823] Forecasting TEVA...
[2025-10-11T14:14:10.852013] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-10-11T14:14:10.852044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-10-11T14:14:10.860469] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEVA'.
[2025-10-11T14:14:10.860746] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-10-11T14:14:10.885208] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:10.885969] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-10-11T14:14:10.886024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:10.886059] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:10.886140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:10.886207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:10.903271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:10.903899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:10.903980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:10.904012] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:10.938191] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:10.938356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:10.938399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:10.938451] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:10.941876] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-10-11T14:14:10.942153] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-10-11T14:14:10.942288] [INFO ] [sig       ] TEVA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:11.083254] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TEVA.txt
[2025-10-11T14:14:11.083480] [INFO ] [sig       ] [1543/1823] Completed TEVA in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:11.083523] [INFO ] [sig       ] [1544/1823] Forecasting TEX...
[2025-10-11T14:14:11.083555] [INFO ] [sig       ] Generating forecast for: TEX
[2025-10-11T14:14:11.083587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-10-11T14:14:11.092141] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TEX'.
[2025-10-11T14:14:11.092440] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-10-11T14:14:11.117092] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:11.117879] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-10-11T14:14:11.117933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:11.117967] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:11.117996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:11.118059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:11.134854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:11.135708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:11.135800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:11.135835] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:11.171915] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:11.172100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:11.172143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:11.172173] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:11.175614] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=63.29%)
[2025-10-11T14:14:11.175910] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-10-11T14:14:11.176053] [INFO ] [sig       ] TEX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:11.319217] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TEX.txt
[2025-10-11T14:14:11.319482] [INFO ] [sig       ] [1544/1823] Completed TEX in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:11.319542] [INFO ] [sig       ] [1545/1823] Forecasting TFC...
[2025-10-11T14:14:11.319575] [INFO ] [sig       ] Generating forecast for: TFC
[2025-10-11T14:14:11.319608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-10-11T14:14:11.329014] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFC'.
[2025-10-11T14:14:11.329385] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-10-11T14:14:11.354543] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:11.355327] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-10-11T14:14:11.355383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:11.355417] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:11.355446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:11.355503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:11.372482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:11.373262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:11.373347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:11.373381] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:11.409543] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:11.409743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:11.409797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:11.409828] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:11.413401] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=30.31%)
[2025-10-11T14:14:11.413696] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-10-11T14:14:11.413842] [INFO ] [sig       ] TFC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:11.553230] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TFC.txt
[2025-10-11T14:14:11.553443] [INFO ] [sig       ] [1545/1823] Completed TFC in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:11.553485] [INFO ] [sig       ] [1546/1823] Forecasting TFII...
[2025-10-11T14:14:11.553517] [INFO ] [sig       ] Generating forecast for: TFII
[2025-10-11T14:14:11.553548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-10-11T14:14:11.562210] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFII'.
[2025-10-11T14:14:11.562483] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-10-11T14:14:11.586985] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:11.587673] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-10-11T14:14:11.587731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:11.587765] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:11.587792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:11.587849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:11.604549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:11.605119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:11.605198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:11.605231] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:11.639523] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:11.640160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:11.640211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:11.640242] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:11.645170] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-10-11T14:14:11.645455] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-10-11T14:14:11.645592] [INFO ] [sig       ] TFII: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:11.787011] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TFII.txt
[2025-10-11T14:14:11.787257] [INFO ] [sig       ] [1546/1823] Completed TFII in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:11.787301] [INFO ] [sig       ] [1547/1823] Forecasting TFIN...
[2025-10-11T14:14:11.787331] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-10-11T14:14:11.787362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-10-11T14:14:11.796692] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFIN'.
[2025-10-11T14:14:11.797047] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-10-11T14:14:11.822721] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:11.823523] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-10-11T14:14:11.823580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:11.823616] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:11.823672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:11.823754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:11.841147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:11.842019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:11.842113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:11.842148] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:11.879374] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:11.879551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:11.879594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:11.879624] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:11.883300] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-10-11T14:14:11.883634] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-10-11T14:14:11.883819] [INFO ] [sig       ] TFIN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:12.040178] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TFIN.txt
[2025-10-11T14:14:12.040452] [INFO ] [sig       ] [1547/1823] Completed TFIN in 0.3s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:12.040515] [INFO ] [sig       ] [1548/1823] Forecasting TFPM...
[2025-10-11T14:14:12.040550] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-10-11T14:14:12.040594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-10-11T14:14:12.051027] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFPM'.
[2025-10-11T14:14:12.051445] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-10-11T14:14:12.079494] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:12.080325] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-10-11T14:14:12.080384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:12.080420] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:12.080450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:12.080513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:12.099157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:12.100125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:12.100223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:12.100260] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:12.144589] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:12.144820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:12.144893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:12.144961] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:12.148825] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=55.23%)
[2025-10-11T14:14:12.149107] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-10-11T14:14:12.149247] [INFO ] [sig       ] TFPM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:12.299220] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TFPM.txt
[2025-10-11T14:14:12.299454] [INFO ] [sig       ] [1548/1823] Completed TFPM in 0.3s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:12.299497] [INFO ] [sig       ] [1549/1823] Forecasting TFX...
[2025-10-11T14:14:12.299528] [INFO ] [sig       ] Generating forecast for: TFX
[2025-10-11T14:14:12.299560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'.
[2025-10-11T14:14:12.307985] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TFX'.
[2025-10-11T14:14:12.308257] [INFO ] [FORECASTER] Starting predict_future for TFX
[2025-10-11T14:14:12.334965] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:12.335774] [DEBUG] [LOCAL     ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt
[2025-10-11T14:14:12.335831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:12.335869] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:12.335898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:12.335956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:12.353896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:12.354688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:12.354783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:12.354819] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:12.391443] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:12.391623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:12.391703] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:12.391747] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:12.395283] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-10-11T14:14:12.395557] [INFO ] [FORECASTER] Completed predict_future for TFX
[2025-10-11T14:14:12.396149] [INFO ] [sig       ] TFX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:12.545589] [INFO ] [LOCAL     ] Saved forecast: TFX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TFX.txt
[2025-10-11T14:14:12.545833] [INFO ] [sig       ] [1549/1823] Completed TFX in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:12.545888] [INFO ] [sig       ] [1550/1823] Forecasting TG...
[2025-10-11T14:14:12.545921] [INFO ] [sig       ] Generating forecast for: TG
[2025-10-11T14:14:12.545953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-10-11T14:14:12.555745] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TG'.
[2025-10-11T14:14:12.556078] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-10-11T14:14:12.580867] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:12.581526] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-10-11T14:14:12.581579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:12.581613] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:12.581663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:12.581746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:12.598822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:12.599343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:12.599421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:12.599454] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:12.631928] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:12.632021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:12.632057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:12.632104] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:12.635175] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-10-11T14:14:12.635429] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-10-11T14:14:12.635555] [INFO ] [sig       ] TG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:12.778712] [INFO ] [LOCAL     ] Saved forecast: TG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TG.txt
[2025-10-11T14:14:12.779016] [INFO ] [sig       ] [1550/1823] Completed TG in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:12.779098] [INFO ] [sig       ] [1551/1823] Forecasting TGLS...
[2025-10-11T14:14:12.779155] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-10-11T14:14:12.779192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-10-11T14:14:12.787715] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TGLS'.
[2025-10-11T14:14:12.787976] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-10-11T14:14:12.812996] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:12.813684] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-10-11T14:14:12.813740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:12.813773] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:12.813801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:12.813857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:12.830999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:12.831519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:12.831597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:12.831631] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:12.866246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:12.866336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:12.866372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:12.866401] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:12.869495] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-10-11T14:14:12.869791] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-10-11T14:14:12.869923] [INFO ] [sig       ] TGLS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:13.009317] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TGLS.txt
[2025-10-11T14:14:13.009542] [INFO ] [sig       ] [1551/1823] Completed TGLS in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:13.009584] [INFO ] [sig       ] [1552/1823] Forecasting TGNA...
[2025-10-11T14:14:13.009614] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-10-11T14:14:13.009671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-10-11T14:14:13.018316] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TGNA'.
[2025-10-11T14:14:13.018616] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-10-11T14:14:13.043342] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:13.044054] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-10-11T14:14:13.044108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:13.044142] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:13.044170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:13.044228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:13.061488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:13.062076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:13.062162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:13.062196] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:13.093829] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:13.093918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:13.093953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:13.093981] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:13.097040] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-10-11T14:14:13.097289] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-10-11T14:14:13.097415] [INFO ] [sig       ] TGNA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:13.237715] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TGNA.txt
[2025-10-11T14:14:13.237935] [INFO ] [sig       ] [1552/1823] Completed TGNA in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:13.237979] [INFO ] [sig       ] [1553/1823] Forecasting TGS...
[2025-10-11T14:14:13.238010] [INFO ] [sig       ] Generating forecast for: TGS
[2025-10-11T14:14:13.238089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-10-11T14:14:13.247566] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TGS'.
[2025-10-11T14:14:13.247996] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-10-11T14:14:13.274162] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:13.274973] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-10-11T14:14:13.275028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:13.275062] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:13.275093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:13.275153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:13.292870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:13.293726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:13.293815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:13.293850] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:13.331103] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:13.331288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:13.331331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:13.331361] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:13.334888] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-10-11T14:14:13.335155] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-10-11T14:14:13.335293] [INFO ] [sig       ] TGS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:13.475751] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TGS.txt
[2025-10-11T14:14:13.476009] [INFO ] [sig       ] [1553/1823] Completed TGS in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:13.476055] [INFO ] [sig       ] [1554/1823] Forecasting TGT...
[2025-10-11T14:14:13.476086] [INFO ] [sig       ] Generating forecast for: TGT
[2025-10-11T14:14:13.476117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'.
[2025-10-11T14:14:13.485288] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TGT'.
[2025-10-11T14:14:13.485609] [INFO ] [FORECASTER] Starting predict_future for TGT
[2025-10-11T14:14:13.510728] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:13.511433] [DEBUG] [LOCAL     ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt
[2025-10-11T14:14:13.511486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:13.511518] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:13.511546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:13.511602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:13.528774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:13.529311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:13.529390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:13.529423] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:13.565939] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:13.566063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:13.566101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:13.566130] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:13.569567] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-10-11T14:14:13.569857] [INFO ] [FORECASTER] Completed predict_future for TGT
[2025-10-11T14:14:13.570018] [INFO ] [sig       ] TGT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:13.709087] [INFO ] [LOCAL     ] Saved forecast: TGT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TGT.txt
[2025-10-11T14:14:13.709320] [INFO ] [sig       ] [1554/1823] Completed TGT in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:13.709362] [INFO ] [sig       ] [1555/1823] Forecasting THC...
[2025-10-11T14:14:13.709393] [INFO ] [sig       ] Generating forecast for: THC
[2025-10-11T14:14:13.709425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-10-11T14:14:13.719163] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THC'.
[2025-10-11T14:14:13.719427] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-10-11T14:14:13.743996] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:13.744858] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-10-11T14:14:13.744914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:13.744949] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:13.744977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:13.745037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:13.761795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:13.762318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:13.762397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:13.762430] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:13.799407] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:13.799511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:13.799547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:13.799577] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:13.802730] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-10-11T14:14:13.802990] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-10-11T14:14:13.803118] [INFO ] [sig       ] THC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:13.943425] [INFO ] [LOCAL     ] Saved forecast: THC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/THC.txt
[2025-10-11T14:14:13.943731] [INFO ] [sig       ] [1555/1823] Completed THC in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:13.943805] [INFO ] [sig       ] [1556/1823] Forecasting THG...
[2025-10-11T14:14:13.943841] [INFO ] [sig       ] Generating forecast for: THG
[2025-10-11T14:14:13.943876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-10-11T14:14:13.952636] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THG'.
[2025-10-11T14:14:13.953062] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-10-11T14:14:13.981438] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:13.982344] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-10-11T14:14:13.982440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:13.982481] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:13.982511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:13.982568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:13.999374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:13.999990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:14.000073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:14.000107] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:14.035461] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:14.035579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:14.035616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:14.035673] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:14.038931] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=43.44%)
[2025-10-11T14:14:14.039190] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-10-11T14:14:14.039322] [INFO ] [sig       ] THG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:14.178357] [INFO ] [LOCAL     ] Saved forecast: THG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/THG.txt
[2025-10-11T14:14:14.178573] [INFO ] [sig       ] [1556/1823] Completed THG in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:14.178615] [INFO ] [sig       ] [1557/1823] Forecasting THIR...
[2025-10-11T14:14:14.178671] [INFO ] [sig       ] Generating forecast for: THIR
[2025-10-11T14:14:14.178726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THIR' from 'https://tdm.silogroup.org/data/derivative_storage/THIR.csv'.
[2025-10-11T14:14:14.187749] [DEBUG] [REMOTE    ] Successfully parsed 1811 rows of historical data for symbol 'THIR'.
[2025-10-11T14:14:14.188132] [INFO ] [FORECASTER] Starting predict_future for THIR
[2025-10-11T14:14:14.213082] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:14.213835] [DEBUG] [LOCAL     ] No optimal features file found for THIR: ./output/feature-sets/THIR.txt
[2025-10-11T14:14:14.213890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:14.213924] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:14.213952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:14.214009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:14.231673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:14.232211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:14.232478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:14.232511] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:14.264311] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:14.264394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:14.264429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:14.264477] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:14.267514] [DEBUG] [FORECASTER] THIR: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-10-11T14:14:14.267806] [INFO ] [FORECASTER] Completed predict_future for THIR
[2025-10-11T14:14:14.267939] [INFO ] [sig       ] THIR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:14.407948] [INFO ] [LOCAL     ] Saved forecast: THIR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/THIR.txt
[2025-10-11T14:14:14.408196] [INFO ] [sig       ] [1557/1823] Completed THIR in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:14.408239] [INFO ] [sig       ] [1558/1823] Forecasting THLV...
[2025-10-11T14:14:14.408268] [INFO ] [sig       ] Generating forecast for: THLV
[2025-10-11T14:14:14.408300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'.
[2025-10-11T14:14:14.416529] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'THLV'.
[2025-10-11T14:14:14.416828] [INFO ] [FORECASTER] Starting predict_future for THLV
[2025-10-11T14:14:14.441382] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:14.442077] [DEBUG] [LOCAL     ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt
[2025-10-11T14:14:14.442131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:14.442168] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:14.442196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:14.442252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:14.459239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:14.459793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:14.459872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:14.459905] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:14.498014] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:14.498127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:14.498165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:14.498194] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:14.501344] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-10-11T14:14:14.501605] [INFO ] [FORECASTER] Completed predict_future for THLV
[2025-10-11T14:14:14.501767] [INFO ] [sig       ] THLV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:14.641313] [INFO ] [LOCAL     ] Saved forecast: THLV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/THLV.txt
[2025-10-11T14:14:14.641533] [INFO ] [sig       ] [1558/1823] Completed THLV in 0.2s | 4.09 sym/s | Total: 6.3m | ETA: 1.1m
[2025-10-11T14:14:14.641575] [INFO ] [sig       ] [1559/1823] Forecasting THO...
[2025-10-11T14:14:14.641605] [INFO ] [sig       ] Generating forecast for: THO
[2025-10-11T14:14:14.641636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-10-11T14:14:14.650372] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THO'.
[2025-10-11T14:14:14.650671] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-10-11T14:14:14.675174] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:14.675878] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-10-11T14:14:14.675932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:14.675964] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:14.675993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:14.676049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:14.693004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:14.693525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:14.693639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:14.693716] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:14.729996] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:14.730085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:14.730121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:14.730152] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:14.733201] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=75.52%)
[2025-10-11T14:14:14.733450] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-10-11T14:14:14.733577] [INFO ] [sig       ] THO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:14.875687] [INFO ] [LOCAL     ] Saved forecast: THO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/THO.txt
[2025-10-11T14:14:14.875905] [INFO ] [sig       ] [1559/1823] Completed THO in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.1m
[2025-10-11T14:14:14.875949] [INFO ] [sig       ] [1560/1823] Forecasting THQ...
[2025-10-11T14:14:14.875980] [INFO ] [sig       ] Generating forecast for: THQ
[2025-10-11T14:14:14.876011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-10-11T14:14:14.884825] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THQ'.
[2025-10-11T14:14:14.885096] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-10-11T14:14:14.909663] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:14.910345] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-10-11T14:14:14.910399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:14.910431] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:14.910460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:14.910516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:14.927553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:14.928135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:14.928231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:14.928285] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:14.963742] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:14.963824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:14.963859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:14.963887] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:14.966873] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2025-10-11T14:14:14.967116] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-10-11T14:14:14.967252] [INFO ] [sig       ] THQ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:15.106954] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/THQ.txt
[2025-10-11T14:14:15.107164] [INFO ] [sig       ] [1560/1823] Completed THQ in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.1m
[2025-10-11T14:14:15.107205] [INFO ] [sig       ] [1561/1823] Forecasting THR...
[2025-10-11T14:14:15.107236] [INFO ] [sig       ] Generating forecast for: THR
[2025-10-11T14:14:15.107267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'.
[2025-10-11T14:14:15.118019] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THR'.
[2025-10-11T14:14:15.118379] [INFO ] [FORECASTER] Starting predict_future for THR
[2025-10-11T14:14:15.143133] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:15.143885] [DEBUG] [LOCAL     ] No optimal features file found for THR: ./output/feature-sets/THR.txt
[2025-10-11T14:14:15.143941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:15.143975] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:15.144003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:15.144060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:15.160847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:15.161369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:15.161448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:15.161482] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:15.203831] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:15.203980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:15.204021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:15.204050] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:15.207484] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: UP (p=57.08%)
[2025-10-11T14:14:15.207801] [INFO ] [FORECASTER] Completed predict_future for THR
[2025-10-11T14:14:15.207942] [INFO ] [sig       ] THR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:15.346567] [INFO ] [LOCAL     ] Saved forecast: THR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/THR.txt
[2025-10-11T14:14:15.346881] [INFO ] [sig       ] [1561/1823] Completed THR in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.1m
[2025-10-11T14:14:15.346934] [INFO ] [sig       ] [1562/1823] Forecasting THS...
[2025-10-11T14:14:15.346967] [INFO ] [sig       ] Generating forecast for: THS
[2025-10-11T14:14:15.346999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-10-11T14:14:15.355937] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THS'.
[2025-10-11T14:14:15.356207] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-10-11T14:14:15.380774] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:15.381458] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-10-11T14:14:15.381511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:15.381544] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:15.381571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:15.381628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:15.398428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:15.398991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:15.399072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:15.399105] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:15.434417] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:15.434592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:15.434636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:15.434713] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:15.442080] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-10-11T14:14:15.442429] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-10-11T14:14:15.442610] [INFO ] [sig       ] THS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:15.584510] [INFO ] [LOCAL     ] Saved forecast: THS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/THS.txt
[2025-10-11T14:14:15.584755] [INFO ] [sig       ] [1562/1823] Completed THS in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.1m
[2025-10-11T14:14:15.584822] [INFO ] [sig       ] [1563/1823] Forecasting THW...
[2025-10-11T14:14:15.584858] [INFO ] [sig       ] Generating forecast for: THW
[2025-10-11T14:14:15.584890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'.
[2025-10-11T14:14:15.594012] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'THW'.
[2025-10-11T14:14:15.594278] [INFO ] [FORECASTER] Starting predict_future for THW
[2025-10-11T14:14:15.623005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:15.623783] [DEBUG] [LOCAL     ] No optimal features file found for THW: ./output/feature-sets/THW.txt
[2025-10-11T14:14:15.623840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:15.623873] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:15.623902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:15.623958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:15.641174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:15.641731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:15.641811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:15.641845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:15.676113] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:15.676239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:15.676279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:15.676309] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:15.679937] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-10-11T14:14:15.680234] [INFO ] [FORECASTER] Completed predict_future for THW
[2025-10-11T14:14:15.680370] [INFO ] [sig       ] THW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:15.827315] [INFO ] [LOCAL     ] Saved forecast: THW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/THW.txt
[2025-10-11T14:14:15.827590] [INFO ] [sig       ] [1563/1823] Completed THW in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.1m
[2025-10-11T14:14:15.827673] [INFO ] [sig       ] [1564/1823] Forecasting TIMB...
[2025-10-11T14:14:15.827724] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-10-11T14:14:15.827761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-10-11T14:14:15.836673] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TIMB'.
[2025-10-11T14:14:15.837050] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-10-11T14:14:15.862489] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:15.863414] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-10-11T14:14:15.863470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:15.863504] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:15.863533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:15.863590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:15.881453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:15.882326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:15.882414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:15.882448] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:15.909447] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:15.909612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:15.909682] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:15.909751] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:15.913133] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=30.52%)
[2025-10-11T14:14:15.913403] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-10-11T14:14:15.913528] [INFO ] [sig       ] TIMB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:16.057979] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TIMB.txt
[2025-10-11T14:14:16.058207] [INFO ] [sig       ] [1564/1823] Completed TIMB in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.1m
[2025-10-11T14:14:16.058252] [INFO ] [sig       ] [1565/1823] Forecasting TISI...
[2025-10-11T14:14:16.058286] [INFO ] [sig       ] Generating forecast for: TISI
[2025-10-11T14:14:16.058318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TISI' from 'https://tdm.silogroup.org/data/derivative_storage/TISI.csv'.
[2025-10-11T14:14:16.066145] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TISI'.
[2025-10-11T14:14:16.066412] [INFO ] [FORECASTER] Starting predict_future for TISI
[2025-10-11T14:14:16.091636] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:16.092385] [DEBUG] [LOCAL     ] No optimal features file found for TISI: ./output/feature-sets/TISI.txt
[2025-10-11T14:14:16.092440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:16.092474] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:16.092503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:16.092561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:16.109940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:16.110477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:16.110557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:16.110590] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:16.135215] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:16.135313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:16.135350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:16.135379] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:16.138495] [DEBUG] [FORECASTER] TISI: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-10-11T14:14:16.138789] [INFO ] [FORECASTER] Completed predict_future for TISI
[2025-10-11T14:14:16.138915] [INFO ] [sig       ] TISI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:16.278996] [INFO ] [LOCAL     ] Saved forecast: TISI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TISI.txt
[2025-10-11T14:14:16.279254] [INFO ] [sig       ] [1565/1823] Completed TISI in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.1m
[2025-10-11T14:14:16.279344] [INFO ] [sig       ] [1566/1823] Forecasting TIXT...
[2025-10-11T14:14:16.279385] [INFO ] [sig       ] Generating forecast for: TIXT
[2025-10-11T14:14:16.279419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIXT' from 'https://tdm.silogroup.org/data/derivative_storage/TIXT.csv'.
[2025-10-11T14:14:16.287817] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TIXT'.
[2025-10-11T14:14:16.288104] [INFO ] [FORECASTER] Starting predict_future for TIXT
[2025-10-11T14:14:16.313397] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:16.314182] [DEBUG] [LOCAL     ] No optimal features file found for TIXT: ./output/feature-sets/TIXT.txt
[2025-10-11T14:14:16.314237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:16.314271] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:16.314299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:16.314357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:16.331836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:16.332384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:16.332464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:16.332497] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:16.361684] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:16.361819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:16.361864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:16.361895] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:16.365250] [DEBUG] [FORECASTER] TIXT: Forecast T+1@11:T+2@11: DOWN (p=28.75%)
[2025-10-11T14:14:16.365542] [INFO ] [FORECASTER] Completed predict_future for TIXT
[2025-10-11T14:14:16.365701] [INFO ] [sig       ] TIXT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:16.506729] [INFO ] [LOCAL     ] Saved forecast: TIXT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TIXT.txt
[2025-10-11T14:14:16.507021] [INFO ] [sig       ] [1566/1823] Completed TIXT in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:16.507082] [INFO ] [sig       ] [1567/1823] Forecasting TJX...
[2025-10-11T14:14:16.507117] [INFO ] [sig       ] Generating forecast for: TJX
[2025-10-11T14:14:16.507150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-10-11T14:14:16.515936] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TJX'.
[2025-10-11T14:14:16.516219] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-10-11T14:14:16.541159] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:16.541900] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-10-11T14:14:16.541960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:16.541994] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:16.542022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:16.542078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:16.558934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:16.559462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:16.559540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:16.559573] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:16.585898] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:16.586038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:16.586078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:16.586107] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:16.589361] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=27.66%)
[2025-10-11T14:14:16.589622] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-10-11T14:14:16.589783] [INFO ] [sig       ] TJX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:16.733568] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TJX.txt
[2025-10-11T14:14:16.733804] [INFO ] [sig       ] [1567/1823] Completed TJX in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:16.733864] [INFO ] [sig       ] [1568/1823] Forecasting TK...
[2025-10-11T14:14:16.733898] [INFO ] [sig       ] Generating forecast for: TK
[2025-10-11T14:14:16.733930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-10-11T14:14:16.742583] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TK'.
[2025-10-11T14:14:16.742876] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-10-11T14:14:16.767714] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:16.768408] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-10-11T14:14:16.768461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:16.768494] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:16.768522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:16.768578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:16.786037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:16.786704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:16.786790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:16.786825] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:16.820081] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:16.820174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:16.820210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:16.820238] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:16.823355] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-10-11T14:14:16.823612] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-10-11T14:14:16.823774] [INFO ] [sig       ] TK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:16.965430] [INFO ] [LOCAL     ] Saved forecast: TK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TK.txt
[2025-10-11T14:14:16.965635] [INFO ] [sig       ] [1568/1823] Completed TK in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:16.965714] [INFO ] [sig       ] [1569/1823] Forecasting TKC...
[2025-10-11T14:14:16.965751] [INFO ] [sig       ] Generating forecast for: TKC
[2025-10-11T14:14:16.965784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-10-11T14:14:16.974260] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TKC'.
[2025-10-11T14:14:16.974534] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-10-11T14:14:16.999693] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:17.000450] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-10-11T14:14:17.000505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:17.000541] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:17.000570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:17.000627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:17.019876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:17.020713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:17.020801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:17.020838] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:17.058229] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:17.058408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:17.058452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:17.058483] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:17.062096] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=78.19%)
[2025-10-11T14:14:17.062369] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-10-11T14:14:17.062499] [INFO ] [sig       ] TKC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:17.207387] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TKC.txt
[2025-10-11T14:14:17.207620] [INFO ] [sig       ] [1569/1823] Completed TKC in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:17.207706] [INFO ] [sig       ] [1570/1823] Forecasting TKO...
[2025-10-11T14:14:17.207752] [INFO ] [sig       ] Generating forecast for: TKO
[2025-10-11T14:14:17.207786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-10-11T14:14:17.216956] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TKO'.
[2025-10-11T14:14:17.217240] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-10-11T14:14:17.242735] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:17.243442] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-10-11T14:14:17.243497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:17.243532] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:17.243562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:17.243621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:17.261271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:17.261852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:17.261933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:17.261968] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:17.300836] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:17.300982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:17.301034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:17.301065] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:17.304514] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-10-11T14:14:17.304857] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-10-11T14:14:17.304995] [INFO ] [sig       ] TKO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:17.452950] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TKO.txt
[2025-10-11T14:14:17.453193] [INFO ] [sig       ] [1570/1823] Completed TKO in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:17.453235] [INFO ] [sig       ] [1571/1823] Forecasting TKR...
[2025-10-11T14:14:17.453266] [INFO ] [sig       ] Generating forecast for: TKR
[2025-10-11T14:14:17.453298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'.
[2025-10-11T14:14:17.462007] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TKR'.
[2025-10-11T14:14:17.462278] [INFO ] [FORECASTER] Starting predict_future for TKR
[2025-10-11T14:14:17.487737] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:17.488481] [DEBUG] [LOCAL     ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt
[2025-10-11T14:14:17.488537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:17.488572] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:17.488601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:17.488815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:17.506374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:17.507117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:17.507202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:17.507237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:17.540549] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:17.540693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:17.540748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:17.540782] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:17.544190] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-10-11T14:14:17.544460] [INFO ] [FORECASTER] Completed predict_future for TKR
[2025-10-11T14:14:17.544590] [INFO ] [sig       ] TKR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:17.691364] [INFO ] [LOCAL     ] Saved forecast: TKR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TKR.txt
[2025-10-11T14:14:17.691679] [INFO ] [sig       ] [1571/1823] Completed TKR in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:17.691740] [INFO ] [sig       ] [1572/1823] Forecasting TLK...
[2025-10-11T14:14:17.691774] [INFO ] [sig       ] Generating forecast for: TLK
[2025-10-11T14:14:17.691805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-10-11T14:14:17.701538] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TLK'.
[2025-10-11T14:14:17.701836] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-10-11T14:14:17.726800] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:17.727495] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-10-11T14:14:17.727549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:17.727581] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:17.727609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:17.727746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:17.744570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:17.745161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:17.745244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:17.745278] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:17.781569] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:17.781719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:17.781770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:17.781802] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:17.785015] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-10-11T14:14:17.785283] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-10-11T14:14:17.785412] [INFO ] [sig       ] TLK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:17.929244] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TLK.txt
[2025-10-11T14:14:17.929455] [INFO ] [sig       ] [1572/1823] Completed TLK in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:17.929498] [INFO ] [sig       ] [1573/1823] Forecasting TLYS...
[2025-10-11T14:14:17.929529] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-10-11T14:14:17.929561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-10-11T14:14:17.937808] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TLYS'.
[2025-10-11T14:14:17.938115] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-10-11T14:14:17.962975] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:17.963776] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-10-11T14:14:17.963833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:17.963866] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:17.963894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:17.963950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:17.981339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:17.982015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:17.982098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:17.982132] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:18.018683] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:18.018864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:18.018908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:18.018939] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:18.022579] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=56.41%)
[2025-10-11T14:14:18.022933] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-10-11T14:14:18.023083] [INFO ] [sig       ] TLYS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:18.163538] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TLYS.txt
[2025-10-11T14:14:18.163772] [INFO ] [sig       ] [1573/1823] Completed TLYS in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:18.163833] [INFO ] [sig       ] [1574/1823] Forecasting TM...
[2025-10-11T14:14:18.163868] [INFO ] [sig       ] Generating forecast for: TM
[2025-10-11T14:14:18.163900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-10-11T14:14:18.172856] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TM'.
[2025-10-11T14:14:18.173159] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-10-11T14:14:18.198134] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:18.198881] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-10-11T14:14:18.198936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:18.198970] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:18.198998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:18.199054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:18.216198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:18.216937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:18.217019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:18.217054] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:18.253867] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:18.253975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:18.254012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:18.254041] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:18.257210] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-10-11T14:14:18.257466] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-10-11T14:14:18.257598] [INFO ] [sig       ] TM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:18.399181] [INFO ] [LOCAL     ] Saved forecast: TM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TM.txt
[2025-10-11T14:14:18.399412] [INFO ] [sig       ] [1574/1823] Completed TM in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:18.399456] [INFO ] [sig       ] [1575/1823] Forecasting TME...
[2025-10-11T14:14:18.399487] [INFO ] [sig       ] Generating forecast for: TME
[2025-10-11T14:14:18.399521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-10-11T14:14:18.409192] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TME'.
[2025-10-11T14:14:18.409569] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-10-11T14:14:18.434473] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:18.435231] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-10-11T14:14:18.435285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:18.435319] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:18.435346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:18.435404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:18.452125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:18.452777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:18.452863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:18.452896] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:18.485493] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:18.485611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:18.485720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:18.485758] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:18.491676] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=73.02%)
[2025-10-11T14:14:18.491948] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-10-11T14:14:18.492084] [INFO ] [sig       ] TME: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:18.630227] [INFO ] [LOCAL     ] Saved forecast: TME	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TME.txt
[2025-10-11T14:14:18.630459] [INFO ] [sig       ] [1575/1823] Completed TME in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:18.630503] [INFO ] [sig       ] [1576/1823] Forecasting TMHC...
[2025-10-11T14:14:18.630534] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-10-11T14:14:18.630565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-10-11T14:14:18.640300] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TMHC'.
[2025-10-11T14:14:18.640608] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-10-11T14:14:18.665242] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:18.666102] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-10-11T14:14:18.666157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:18.666191] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:18.666220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:18.666277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:18.683084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:18.684009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:18.684096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:18.684130] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:18.717472] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:18.717594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:18.717632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:18.717700] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:18.720887] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-10-11T14:14:18.721148] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-10-11T14:14:18.721286] [INFO ] [sig       ] TMHC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:18.859772] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TMHC.txt
[2025-10-11T14:14:18.860017] [INFO ] [sig       ] [1576/1823] Completed TMHC in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:18.860060] [INFO ] [sig       ] [1577/1823] Forecasting TMO...
[2025-10-11T14:14:18.860099] [INFO ] [sig       ] Generating forecast for: TMO
[2025-10-11T14:14:18.860131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'.
[2025-10-11T14:14:18.870074] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TMO'.
[2025-10-11T14:14:18.870426] [INFO ] [FORECASTER] Starting predict_future for TMO
[2025-10-11T14:14:18.895527] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:18.896309] [DEBUG] [LOCAL     ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt
[2025-10-11T14:14:18.896365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:18.896399] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:18.896427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:18.896484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:18.914055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:18.914933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:18.915020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:18.915055] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:18.951125] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:18.951237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:18.951276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:18.951306] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:18.954581] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2025-10-11T14:14:18.954878] [INFO ] [FORECASTER] Completed predict_future for TMO
[2025-10-11T14:14:18.955021] [INFO ] [sig       ] TMO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:19.103705] [INFO ] [LOCAL     ] Saved forecast: TMO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TMO.txt
[2025-10-11T14:14:19.103954] [INFO ] [sig       ] [1577/1823] Completed TMO in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 1.0m
[2025-10-11T14:14:19.103999] [INFO ] [sig       ] [1578/1823] Forecasting TNC...
[2025-10-11T14:14:19.104032] [INFO ] [sig       ] Generating forecast for: TNC
[2025-10-11T14:14:19.104065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-10-11T14:14:19.113215] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TNC'.
[2025-10-11T14:14:19.113554] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-10-11T14:14:19.138284] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:19.139013] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-10-11T14:14:19.139069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:19.139103] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:19.139132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:19.139189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:19.156021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:19.156565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:19.156701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:19.156751] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:19.188600] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:19.188741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:19.188789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:19.188819] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:19.192004] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-10-11T14:14:19.192263] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-10-11T14:14:19.192399] [INFO ] [sig       ] TNC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:19.330060] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TNC.txt
[2025-10-11T14:14:19.330327] [INFO ] [sig       ] [1578/1823] Completed TNC in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 59.9s
[2025-10-11T14:14:19.330375] [INFO ] [sig       ] [1579/1823] Forecasting TNET...
[2025-10-11T14:14:19.330407] [INFO ] [sig       ] Generating forecast for: TNET
[2025-10-11T14:14:19.330439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'.
[2025-10-11T14:14:19.338985] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TNET'.
[2025-10-11T14:14:19.339284] [INFO ] [FORECASTER] Starting predict_future for TNET
[2025-10-11T14:14:19.363939] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:19.364679] [DEBUG] [LOCAL     ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt
[2025-10-11T14:14:19.364736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:19.364769] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:19.364796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:19.364852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:19.381955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:19.382507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:19.382591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:19.382624] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:19.419771] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:19.419971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:19.420050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:19.420126] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:19.423591] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-10-11T14:14:19.423918] [INFO ] [FORECASTER] Completed predict_future for TNET
[2025-10-11T14:14:19.424062] [INFO ] [sig       ] TNET: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:19.572910] [INFO ] [LOCAL     ] Saved forecast: TNET	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TNET.txt
[2025-10-11T14:14:19.573142] [INFO ] [sig       ] [1579/1823] Completed TNET in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 59.6s
[2025-10-11T14:14:19.573185] [INFO ] [sig       ] [1580/1823] Forecasting TNK...
[2025-10-11T14:14:19.573216] [INFO ] [sig       ] Generating forecast for: TNK
[2025-10-11T14:14:19.573247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-10-11T14:14:19.582850] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TNK'.
[2025-10-11T14:14:19.583188] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-10-11T14:14:19.607961] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:19.608756] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-10-11T14:14:19.608811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:19.608844] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:19.608871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:19.608927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:19.626338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:19.626979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:19.627084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:19.627118] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:19.659986] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:19.660098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:19.660136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:19.660165] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:19.663331] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-10-11T14:14:19.663591] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-10-11T14:14:19.663754] [INFO ] [sig       ] TNK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:19.806740] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TNK.txt
[2025-10-11T14:14:19.806997] [INFO ] [sig       ] [1580/1823] Completed TNK in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 59.4s
[2025-10-11T14:14:19.807041] [INFO ] [sig       ] [1581/1823] Forecasting TNL...
[2025-10-11T14:14:19.807073] [INFO ] [sig       ] Generating forecast for: TNL
[2025-10-11T14:14:19.807104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-10-11T14:14:19.815990] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TNL'.
[2025-10-11T14:14:19.816312] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-10-11T14:14:19.840825] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:19.841501] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-10-11T14:14:19.841554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:19.841586] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:19.841613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:19.841689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:19.858495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:19.859077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:19.859165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:19.859200] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:19.892790] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:19.892886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:19.892922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:19.892952] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:19.896030] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-10-11T14:14:19.896281] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-10-11T14:14:19.896405] [INFO ] [sig       ] TNL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:20.034254] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TNL.txt
[2025-10-11T14:14:20.034481] [INFO ] [sig       ] [1581/1823] Completed TNL in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 59.1s
[2025-10-11T14:14:20.034523] [INFO ] [sig       ] [1582/1823] Forecasting TOL...
[2025-10-11T14:14:20.034554] [INFO ] [sig       ] Generating forecast for: TOL
[2025-10-11T14:14:20.034587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-10-11T14:14:20.044120] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TOL'.
[2025-10-11T14:14:20.044514] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-10-11T14:14:20.069475] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:20.070190] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-10-11T14:14:20.070272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:20.070307] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:20.070335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:20.070393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:20.087418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:20.087986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:20.088066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:20.088099] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:20.128102] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:20.128272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:20.128314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:20.128343] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:20.132108] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2025-10-11T14:14:20.132396] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-10-11T14:14:20.132535] [INFO ] [sig       ] TOL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:20.276119] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TOL.txt
[2025-10-11T14:14:20.276331] [INFO ] [sig       ] [1582/1823] Completed TOL in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 58.9s
[2025-10-11T14:14:20.276373] [INFO ] [sig       ] [1583/1823] Forecasting TOST...
[2025-10-11T14:14:20.276405] [INFO ] [sig       ] Generating forecast for: TOST
[2025-10-11T14:14:20.276436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'.
[2025-10-11T14:14:20.285905] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TOST'.
[2025-10-11T14:14:20.286222] [INFO ] [FORECASTER] Starting predict_future for TOST
[2025-10-11T14:14:20.310946] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:20.311629] [DEBUG] [LOCAL     ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt
[2025-10-11T14:14:20.311708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:20.311749] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:20.311778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:20.311834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:20.328872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:20.329473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:20.329553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:20.329587] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:20.368520] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:20.368671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:20.368728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:20.368761] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:20.371955] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-10-11T14:14:20.372214] [INFO ] [FORECASTER] Completed predict_future for TOST
[2025-10-11T14:14:20.372349] [INFO ] [sig       ] TOST: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:20.515437] [INFO ] [LOCAL     ] Saved forecast: TOST	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TOST.txt
[2025-10-11T14:14:20.515680] [INFO ] [sig       ] [1583/1823] Completed TOST in 0.2s | 4.09 sym/s | Total: 6.4m | ETA: 58.6s
[2025-10-11T14:14:20.515740] [INFO ] [sig       ] [1584/1823] Forecasting TPB...
[2025-10-11T14:14:20.515782] [INFO ] [sig       ] Generating forecast for: TPB
[2025-10-11T14:14:20.515816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-10-11T14:14:20.524378] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPB'.
[2025-10-11T14:14:20.524670] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-10-11T14:14:20.549701] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:20.550466] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-10-11T14:14:20.550521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:20.550557] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:20.550586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:20.550665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:20.568285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:20.568918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:20.569002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:20.569042] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:20.606316] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:20.606423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:20.606463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:20.606494] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:20.609883] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-10-11T14:14:20.610154] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-10-11T14:14:20.610288] [INFO ] [sig       ] TPB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:20.753632] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TPB.txt
[2025-10-11T14:14:20.753900] [INFO ] [sig       ] [1584/1823] Completed TPB in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 58.4s
[2025-10-11T14:14:20.753954] [INFO ] [sig       ] [1585/1823] Forecasting TPC...
[2025-10-11T14:14:20.753984] [INFO ] [sig       ] Generating forecast for: TPC
[2025-10-11T14:14:20.754017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-10-11T14:14:20.763511] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPC'.
[2025-10-11T14:14:20.763856] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-10-11T14:14:20.789122] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:20.789886] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-10-11T14:14:20.789943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:20.789977] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:20.790058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:20.790126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:20.807794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:20.808583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:20.808692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:20.808748] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:20.845117] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:20.845233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:20.845274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:20.845308] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:20.848674] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-10-11T14:14:20.848966] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-10-11T14:14:20.849097] [INFO ] [sig       ] TPC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:20.989777] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TPC.txt
[2025-10-11T14:14:20.989997] [INFO ] [sig       ] [1585/1823] Completed TPC in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 58.2s
[2025-10-11T14:14:20.990041] [INFO ] [sig       ] [1586/1823] Forecasting TPH...
[2025-10-11T14:14:20.990072] [INFO ] [sig       ] Generating forecast for: TPH
[2025-10-11T14:14:20.990104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-10-11T14:14:20.999392] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPH'.
[2025-10-11T14:14:20.999762] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-10-11T14:14:21.024278] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:21.025125] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-10-11T14:14:21.025180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:21.025213] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:21.025241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:21.025298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:21.041969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:21.042486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:21.042567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:21.042601] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:21.075268] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:21.075366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:21.075403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:21.075431] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:21.078576] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-10-11T14:14:21.078859] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-10-11T14:14:21.078998] [INFO ] [sig       ] TPH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:21.217070] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TPH.txt
[2025-10-11T14:14:21.217293] [INFO ] [sig       ] [1586/1823] Completed TPH in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 57.9s
[2025-10-11T14:14:21.217334] [INFO ] [sig       ] [1587/1823] Forecasting TPL...
[2025-10-11T14:14:21.217364] [INFO ] [sig       ] Generating forecast for: TPL
[2025-10-11T14:14:21.217395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-10-11T14:14:21.227131] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPL'.
[2025-10-11T14:14:21.227573] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-10-11T14:14:21.254151] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:21.255024] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-10-11T14:14:21.255081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:21.255117] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:21.255147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:21.255206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:21.272911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:21.273578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:21.273711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:21.273761] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:21.309986] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:21.310155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:21.310197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:21.310227] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:21.313763] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-10-11T14:14:21.314039] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-10-11T14:14:21.314179] [INFO ] [sig       ] TPL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:21.458629] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TPL.txt
[2025-10-11T14:14:21.458937] [INFO ] [sig       ] [1587/1823] Completed TPL in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 57.7s
[2025-10-11T14:14:21.458998] [INFO ] [sig       ] [1588/1823] Forecasting TPR...
[2025-10-11T14:14:21.459032] [INFO ] [sig       ] Generating forecast for: TPR
[2025-10-11T14:14:21.459064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'.
[2025-10-11T14:14:21.468817] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPR'.
[2025-10-11T14:14:21.469188] [INFO ] [FORECASTER] Starting predict_future for TPR
[2025-10-11T14:14:21.494717] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:21.495550] [DEBUG] [LOCAL     ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt
[2025-10-11T14:14:21.495604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:21.495638] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:21.495710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:21.495774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:21.512794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:21.513398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:21.513479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:21.513512] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:21.552070] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:21.552275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:21.552317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:21.552346] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:21.558043] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: DOWN (p=48.82%)
[2025-10-11T14:14:21.558326] [INFO ] [FORECASTER] Completed predict_future for TPR
[2025-10-11T14:14:21.558461] [INFO ] [sig       ] TPR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:21.698246] [INFO ] [LOCAL     ] Saved forecast: TPR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TPR.txt
[2025-10-11T14:14:21.698478] [INFO ] [sig       ] [1588/1823] Completed TPR in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 57.4s
[2025-10-11T14:14:21.698521] [INFO ] [sig       ] [1589/1823] Forecasting TPVG...
[2025-10-11T14:14:21.698552] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-10-11T14:14:21.698584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-10-11T14:14:21.707245] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPVG'.
[2025-10-11T14:14:21.707669] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-10-11T14:14:21.733044] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:21.733853] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-10-11T14:14:21.733926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:21.733962] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:21.733989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:21.734048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:21.752184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:21.753063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:21.753158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:21.753192] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:21.802332] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:21.802511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:21.802554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:21.802583] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:21.806111] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-10-11T14:14:21.806443] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-10-11T14:14:21.806627] [INFO ] [sig       ] TPVG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:21.948257] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TPVG.txt
[2025-10-11T14:14:21.948508] [INFO ] [sig       ] [1589/1823] Completed TPVG in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 57.2s
[2025-10-11T14:14:21.948552] [INFO ] [sig       ] [1590/1823] Forecasting TPYP...
[2025-10-11T14:14:21.948583] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-10-11T14:14:21.948615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-10-11T14:14:21.957688] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TPYP'.
[2025-10-11T14:14:21.958015] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-10-11T14:14:21.982476] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:21.983189] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-10-11T14:14:21.983242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:21.983275] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:21.983303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:21.983365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:22.000054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:22.000674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:22.000759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:22.000793] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:22.033696] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:22.033814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:22.033851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:22.033879] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:22.037025] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-10-11T14:14:22.037280] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-10-11T14:14:22.037409] [INFO ] [sig       ] TPYP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:22.174873] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TPYP.txt
[2025-10-11T14:14:22.175101] [INFO ] [sig       ] [1590/1823] Completed TPYP in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 56.9s
[2025-10-11T14:14:22.175143] [INFO ] [sig       ] [1591/1823] Forecasting TPZ...
[2025-10-11T14:14:22.175173] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-10-11T14:14:22.175213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-10-11T14:14:22.183940] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'TPZ'.
[2025-10-11T14:14:22.184223] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-10-11T14:14:22.208843] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:22.209571] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-10-11T14:14:22.209625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:22.209714] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:22.209755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:22.209813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:22.226401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:22.226984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:22.227067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:22.227100] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:22.255471] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:22.255563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:22.255600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:22.255629] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:22.258738] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-10-11T14:14:22.258988] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-10-11T14:14:22.259465] [INFO ] [sig       ] TPZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:22.397405] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TPZ.txt
[2025-10-11T14:14:22.397668] [INFO ] [sig       ] [1591/1823] Completed TPZ in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 56.7s
[2025-10-11T14:14:22.397729] [INFO ] [sig       ] [1592/1823] Forecasting TR...
[2025-10-11T14:14:22.397763] [INFO ] [sig       ] Generating forecast for: TR
[2025-10-11T14:14:22.397794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'.
[2025-10-11T14:14:22.407279] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TR'.
[2025-10-11T14:14:22.407695] [INFO ] [FORECASTER] Starting predict_future for TR
[2025-10-11T14:14:22.433323] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:22.434098] [DEBUG] [LOCAL     ] No optimal features file found for TR: ./output/feature-sets/TR.txt
[2025-10-11T14:14:22.434153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:22.434186] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:22.434214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:22.434272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:22.451766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:22.452366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:22.452453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:22.452487] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:22.499323] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:22.499489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:22.499531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:22.499560] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:22.502979] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: DOWN (p=28.03%)
[2025-10-11T14:14:22.503270] [INFO ] [FORECASTER] Completed predict_future for TR
[2025-10-11T14:14:22.503411] [INFO ] [sig       ] TR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:22.643802] [INFO ] [LOCAL     ] Saved forecast: TR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TR.txt
[2025-10-11T14:14:22.644052] [INFO ] [sig       ] [1592/1823] Completed TR in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 56.4s
[2025-10-11T14:14:22.644097] [INFO ] [sig       ] [1593/1823] Forecasting TRAK...
[2025-10-11T14:14:22.644127] [INFO ] [sig       ] Generating forecast for: TRAK
[2025-10-11T14:14:22.644158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'.
[2025-10-11T14:14:22.652754] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRAK'.
[2025-10-11T14:14:22.653018] [INFO ] [FORECASTER] Starting predict_future for TRAK
[2025-10-11T14:14:22.677957] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:22.678680] [DEBUG] [LOCAL     ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt
[2025-10-11T14:14:22.678737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:22.678770] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:22.678798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:22.678855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:22.695792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:22.696358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:22.696440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:22.696473] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:22.731434] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:22.731570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:22.731610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:22.731664] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:22.735242] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-10-11T14:14:22.735513] [INFO ] [FORECASTER] Completed predict_future for TRAK
[2025-10-11T14:14:22.735670] [INFO ] [sig       ] TRAK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:22.878387] [INFO ] [LOCAL     ] Saved forecast: TRAK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TRAK.txt
[2025-10-11T14:14:22.878618] [INFO ] [sig       ] [1593/1823] Completed TRAK in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 56.2s
[2025-10-11T14:14:22.878693] [INFO ] [sig       ] [1594/1823] Forecasting TRC...
[2025-10-11T14:14:22.878738] [INFO ] [sig       ] Generating forecast for: TRC
[2025-10-11T14:14:22.878771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-10-11T14:14:22.887520] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRC'.
[2025-10-11T14:14:22.887848] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-10-11T14:14:22.913059] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:22.913797] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-10-11T14:14:22.913853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:22.913888] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:22.913916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:22.913973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:22.931321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:22.932024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:22.932108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:22.932165] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:22.967356] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:22.967480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:22.967520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:22.967552] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:22.970854] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-10-11T14:14:22.971123] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-10-11T14:14:22.971254] [INFO ] [sig       ] TRC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:23.114251] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TRC.txt
[2025-10-11T14:14:23.114533] [INFO ] [sig       ] [1594/1823] Completed TRC in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 55.9s
[2025-10-11T14:14:23.114576] [INFO ] [sig       ] [1595/1823] Forecasting TREX...
[2025-10-11T14:14:23.114607] [INFO ] [sig       ] Generating forecast for: TREX
[2025-10-11T14:14:23.114709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-10-11T14:14:23.125059] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TREX'.
[2025-10-11T14:14:23.125354] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-10-11T14:14:23.151193] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:23.152033] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-10-11T14:14:23.152089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:23.152125] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:23.152154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:23.152211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:23.170060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:23.170667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:23.170756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:23.170791] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:23.205528] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:23.205672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:23.205729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:23.205761] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:23.208939] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-10-11T14:14:23.209199] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-10-11T14:14:23.209327] [INFO ] [sig       ] TREX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:23.350770] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TREX.txt
[2025-10-11T14:14:23.351018] [INFO ] [sig       ] [1595/1823] Completed TREX in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 55.7s
[2025-10-11T14:14:23.351061] [INFO ] [sig       ] [1596/1823] Forecasting TRGP...
[2025-10-11T14:14:23.351092] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-10-11T14:14:23.351124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-10-11T14:14:23.360178] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRGP'.
[2025-10-11T14:14:23.360468] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-10-11T14:14:23.385883] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:23.386614] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-10-11T14:14:23.386712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:23.386758] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:23.386792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:23.386851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:23.404092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:23.404679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:23.404766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:23.404800] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:23.440246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:23.440412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:23.440460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:23.440492] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:23.444067] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-10-11T14:14:23.444333] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-10-11T14:14:23.444469] [INFO ] [sig       ] TRGP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:23.588363] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TRGP.txt
[2025-10-11T14:14:23.588622] [INFO ] [sig       ] [1596/1823] Completed TRGP in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 55.5s
[2025-10-11T14:14:23.588706] [INFO ] [sig       ] [1597/1823] Forecasting TRN...
[2025-10-11T14:14:23.588753] [INFO ] [sig       ] Generating forecast for: TRN
[2025-10-11T14:14:23.588787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-10-11T14:14:23.597345] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRN'.
[2025-10-11T14:14:23.597663] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-10-11T14:14:23.624310] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:23.625073] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-10-11T14:14:23.625127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:23.625161] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:23.625190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:23.625248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:23.642484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:23.643171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:23.643254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:23.643289] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:23.676616] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:23.676844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:23.676890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:23.676921] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:23.680253] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=87.91%)
[2025-10-11T14:14:23.680519] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-10-11T14:14:23.680679] [INFO ] [sig       ] TRN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:23.821426] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TRN.txt
[2025-10-11T14:14:23.821667] [INFO ] [sig       ] [1597/1823] Completed TRN in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 55.2s
[2025-10-11T14:14:23.821729] [INFO ] [sig       ] [1598/1823] Forecasting TRNO...
[2025-10-11T14:14:23.821762] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-10-11T14:14:23.821803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-10-11T14:14:23.830520] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRNO'.
[2025-10-11T14:14:23.830825] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-10-11T14:14:23.855534] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:23.856296] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-10-11T14:14:23.856390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:23.856431] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:23.856461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:23.856519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:23.874325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:23.875092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:23.875178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:23.875214] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:23.907835] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:23.907957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:23.907996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:23.908025] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:23.911219] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=49.21%)
[2025-10-11T14:14:23.911477] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-10-11T14:14:23.911607] [INFO ] [sig       ] TRNO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:24.127926] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TRNO.txt
[2025-10-11T14:14:24.128174] [INFO ] [sig       ] [1598/1823] Completed TRNO in 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 55.0s
[2025-10-11T14:14:24.128218] [INFO ] [sig       ] [1599/1823] Forecasting TROX...
[2025-10-11T14:14:24.128249] [INFO ] [sig       ] Generating forecast for: TROX
[2025-10-11T14:14:24.128282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-10-11T14:14:24.137519] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TROX'.
[2025-10-11T14:14:24.137905] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-10-11T14:14:24.163249] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:24.163998] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-10-11T14:14:24.164053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:24.164088] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:24.164117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:24.164175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:24.181455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:24.182055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:24.182140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:24.182176] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:24.230046] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:24.230168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:24.230209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:24.230239] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:24.233502] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-10-11T14:14:24.233821] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-10-11T14:14:24.233966] [INFO ] [sig       ] TROX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:24.382346] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TROX.txt
[2025-10-11T14:14:24.382574] [INFO ] [sig       ] [1599/1823] Completed TROX in 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 54.7s
[2025-10-11T14:14:24.382619] [INFO ] [sig       ] [1600/1823] Forecasting TRP...
[2025-10-11T14:14:24.382683] [INFO ] [sig       ] Generating forecast for: TRP
[2025-10-11T14:14:24.382736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-10-11T14:14:24.393033] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRP'.
[2025-10-11T14:14:24.393442] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-10-11T14:14:24.419904] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:24.420833] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-10-11T14:14:24.420904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:24.420939] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:24.420968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:24.421026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:24.438546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:24.439553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:24.439712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:24.439763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:24.482108] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:24.482298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:24.482343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:24.482377] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:24.486139] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=43.17%)
[2025-10-11T14:14:24.486528] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-10-11T14:14:24.486756] [INFO ] [sig       ] TRP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:24.635121] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TRP.txt
[2025-10-11T14:14:24.635355] [INFO ] [sig       ] [1600/1823] Completed TRP in 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 54.5s
[2025-10-11T14:14:24.635400] [INFO ] [sig       ] [1601/1823] Forecasting TRTX...
[2025-10-11T14:14:24.635431] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-10-11T14:14:24.635463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-10-11T14:14:24.643668] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRTX'.
[2025-10-11T14:14:24.643960] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-10-11T14:14:24.669843] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:24.670714] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-10-11T14:14:24.670773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:24.670832] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:24.670874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:24.670936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:24.688390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:24.689187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:24.689330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:24.689372] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:24.727531] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:24.727727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:24.727783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:24.727814] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:24.731378] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=51.34%)
[2025-10-11T14:14:24.731692] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-10-11T14:14:24.731851] [INFO ] [sig       ] TRTX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:24.874179] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TRTX.txt
[2025-10-11T14:14:24.874419] [INFO ] [sig       ] [1601/1823] Completed TRTX in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 54.2s
[2025-10-11T14:14:24.874464] [INFO ] [sig       ] [1602/1823] Forecasting TRU...
[2025-10-11T14:14:24.874495] [INFO ] [sig       ] Generating forecast for: TRU
[2025-10-11T14:14:24.874527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'.
[2025-10-11T14:14:24.883203] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRU'.
[2025-10-11T14:14:24.883509] [INFO ] [FORECASTER] Starting predict_future for TRU
[2025-10-11T14:14:24.908178] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:24.908981] [DEBUG] [LOCAL     ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt
[2025-10-11T14:14:24.909036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:24.909070] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:24.909098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:24.909155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:24.925861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:24.926422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:24.926504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:24.926538] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:24.971021] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:24.971197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:24.971253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:24.971285] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:24.974598] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-10-11T14:14:24.974899] [INFO ] [FORECASTER] Completed predict_future for TRU
[2025-10-11T14:14:24.975044] [INFO ] [sig       ] TRU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:25.114176] [INFO ] [LOCAL     ] Saved forecast: TRU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TRU.txt
[2025-10-11T14:14:25.114408] [INFO ] [sig       ] [1602/1823] Completed TRU in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 54.0s
[2025-10-11T14:14:25.114451] [INFO ] [sig       ] [1603/1823] Forecasting TRV...
[2025-10-11T14:14:25.114482] [INFO ] [sig       ] Generating forecast for: TRV
[2025-10-11T14:14:25.114513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'.
[2025-10-11T14:14:25.123915] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TRV'.
[2025-10-11T14:14:25.124260] [INFO ] [FORECASTER] Starting predict_future for TRV
[2025-10-11T14:14:25.150372] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:25.151213] [DEBUG] [LOCAL     ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt
[2025-10-11T14:14:25.151292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:25.151329] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:25.151358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:25.151418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:25.169884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:25.170600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:25.170710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:25.170758] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:25.214249] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:25.214421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:25.214464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:25.214493] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:25.218148] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: DOWN (p=41.45%)
[2025-10-11T14:14:25.218418] [INFO ] [FORECASTER] Completed predict_future for TRV
[2025-10-11T14:14:25.218560] [INFO ] [sig       ] TRV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:25.357908] [INFO ] [LOCAL     ] Saved forecast: TRV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TRV.txt
[2025-10-11T14:14:25.358119] [INFO ] [sig       ] [1603/1823] Completed TRV in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 53.8s
[2025-10-11T14:14:25.358161] [INFO ] [sig       ] [1604/1823] Forecasting TS...
[2025-10-11T14:14:25.358193] [INFO ] [sig       ] Generating forecast for: TS
[2025-10-11T14:14:25.358225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-10-11T14:14:25.367673] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TS'.
[2025-10-11T14:14:25.368069] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-10-11T14:14:25.393925] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:25.394693] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-10-11T14:14:25.394751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:25.394787] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:25.394816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:25.394874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:25.411938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:25.412556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:25.412639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:25.412713] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:25.449185] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:25.449338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:25.449382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:25.449413] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:25.453528] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=15.60%)
[2025-10-11T14:14:25.453844] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-10-11T14:14:25.453996] [INFO ] [sig       ] TS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:25.614405] [INFO ] [LOCAL     ] Saved forecast: TS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TS.txt
[2025-10-11T14:14:25.614717] [INFO ] [sig       ] [1604/1823] Completed TS in 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 53.5s
[2025-10-11T14:14:25.614781] [INFO ] [sig       ] [1605/1823] Forecasting TSE...
[2025-10-11T14:14:25.614816] [INFO ] [sig       ] Generating forecast for: TSE
[2025-10-11T14:14:25.614860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'.
[2025-10-11T14:14:25.624248] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSE'.
[2025-10-11T14:14:25.624548] [INFO ] [FORECASTER] Starting predict_future for TSE
[2025-10-11T14:14:25.654485] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:25.655517] [DEBUG] [LOCAL     ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt
[2025-10-11T14:14:25.655576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:25.655618] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:25.655690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:25.655780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:25.675753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:25.676335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:25.676420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:25.676453] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:25.712968] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:25.713115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:25.713155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:25.713184] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:25.716507] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-10-11T14:14:25.716846] [INFO ] [FORECASTER] Completed predict_future for TSE
[2025-10-11T14:14:25.716996] [INFO ] [sig       ] TSE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:25.857881] [INFO ] [LOCAL     ] Saved forecast: TSE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TSE.txt
[2025-10-11T14:14:25.858110] [INFO ] [sig       ] [1605/1823] Completed TSE in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 53.3s
[2025-10-11T14:14:25.858154] [INFO ] [sig       ] [1606/1823] Forecasting TSLX...
[2025-10-11T14:14:25.858185] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-10-11T14:14:25.858216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-10-11T14:14:25.869683] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSLX'.
[2025-10-11T14:14:25.870041] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-10-11T14:14:25.895327] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:25.896058] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-10-11T14:14:25.896114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:25.896148] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:25.896177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:25.896234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:25.913421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:25.913997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:25.914105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:25.914155] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:25.963449] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:25.963698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:25.963870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:25.963920] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:25.967631] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-10-11T14:14:25.967952] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-10-11T14:14:25.968103] [INFO ] [sig       ] TSLX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:26.111421] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TSLX.txt
[2025-10-11T14:14:26.111711] [INFO ] [sig       ] [1606/1823] Completed TSLX in 0.3s | 4.09 sym/s | Total: 6.5m | ETA: 53.0s
[2025-10-11T14:14:26.111773] [INFO ] [sig       ] [1607/1823] Forecasting TSM...
[2025-10-11T14:14:26.111807] [INFO ] [sig       ] Generating forecast for: TSM
[2025-10-11T14:14:26.111841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-10-11T14:14:26.120513] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSM'.
[2025-10-11T14:14:26.120807] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-10-11T14:14:26.145209] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:26.145909] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-10-11T14:14:26.145962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:26.145995] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:26.146022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:26.146078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:26.163030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:26.163636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:26.163743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:26.163778] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:26.199003] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:26.199095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:26.199131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:26.199159] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:26.202195] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=51.43%)
[2025-10-11T14:14:26.202446] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-10-11T14:14:26.202577] [INFO ] [sig       ] TSM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:26.342261] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TSM.txt
[2025-10-11T14:14:26.342493] [INFO ] [sig       ] [1607/1823] Completed TSM in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 52.8s
[2025-10-11T14:14:26.342578] [INFO ] [sig       ] [1608/1823] Forecasting TSN...
[2025-10-11T14:14:26.342617] [INFO ] [sig       ] Generating forecast for: TSN
[2025-10-11T14:14:26.342688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-10-11T14:14:26.352873] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSN'.
[2025-10-11T14:14:26.353163] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-10-11T14:14:26.378315] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:26.379068] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-10-11T14:14:26.379124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:26.379157] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:26.379185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:26.379241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:26.395956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:26.396485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:26.396564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:26.396669] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:26.440605] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:26.440758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:26.440810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:26.440842] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:26.444813] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=32.56%)
[2025-10-11T14:14:26.445112] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-10-11T14:14:26.445261] [INFO ] [sig       ] TSN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:26.583750] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TSN.txt
[2025-10-11T14:14:26.583962] [INFO ] [sig       ] [1608/1823] Completed TSN in 0.2s | 4.09 sym/s | Total: 6.5m | ETA: 52.5s
[2025-10-11T14:14:26.584005] [INFO ] [sig       ] [1609/1823] Forecasting TSQ...
[2025-10-11T14:14:26.584036] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-10-11T14:14:26.584068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-10-11T14:14:26.592539] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TSQ'.
[2025-10-11T14:14:26.592846] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-10-11T14:14:26.617711] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:26.618390] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-10-11T14:14:26.618445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:26.618478] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:26.618506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:26.618563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:26.635258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:26.635841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:26.635922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:26.635956] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:26.672196] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:26.672318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:26.672357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:26.672385] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:26.675698] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=74.45%)
[2025-10-11T14:14:26.675963] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-10-11T14:14:26.676092] [INFO ] [sig       ] TSQ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:26.820064] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TSQ.txt
[2025-10-11T14:14:26.820296] [INFO ] [sig       ] [1609/1823] Completed TSQ in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 52.3s
[2025-10-11T14:14:26.820340] [INFO ] [sig       ] [1610/1823] Forecasting TT...
[2025-10-11T14:14:26.820371] [INFO ] [sig       ] Generating forecast for: TT
[2025-10-11T14:14:26.820403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'.
[2025-10-11T14:14:26.830037] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'TT'.
[2025-10-11T14:14:26.830420] [INFO ] [FORECASTER] Starting predict_future for TT
[2025-10-11T14:14:26.855503] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:26.856204] [DEBUG] [LOCAL     ] No optimal features file found for TT: ./output/feature-sets/TT.txt
[2025-10-11T14:14:26.856259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:26.856342] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:26.856391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:26.856454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:26.873198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:26.873857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:26.873942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:26.873975] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:26.920255] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:26.920408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:26.920451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:26.920482] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:26.924029] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-10-11T14:14:26.924303] [INFO ] [FORECASTER] Completed predict_future for TT
[2025-10-11T14:14:26.924440] [INFO ] [sig       ] TT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:27.069299] [INFO ] [LOCAL     ] Saved forecast: TT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TT.txt
[2025-10-11T14:14:27.069574] [INFO ] [sig       ] [1610/1823] Completed TT in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 52.0s
[2025-10-11T14:14:27.069618] [INFO ] [sig       ] [1611/1823] Forecasting TTC...
[2025-10-11T14:14:27.069680] [INFO ] [sig       ] Generating forecast for: TTC
[2025-10-11T14:14:27.069734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-10-11T14:14:27.078609] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TTC'.
[2025-10-11T14:14:27.078880] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-10-11T14:14:27.103263] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:27.103976] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-10-11T14:14:27.104029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:27.104062] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:27.104089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:27.104146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:27.121276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:27.121830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:27.121907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:27.121941] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:27.160953] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:27.161029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:27.161064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:27.161092] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:27.164029] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2025-10-11T14:14:27.164272] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-10-11T14:14:27.164397] [INFO ] [sig       ] TTC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:27.328162] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TTC.txt
[2025-10-11T14:14:27.328582] [INFO ] [sig       ] [1611/1823] Completed TTC in 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 51.8s
[2025-10-11T14:14:27.328703] [INFO ] [sig       ] [1612/1823] Forecasting TTE...
[2025-10-11T14:14:27.328779] [INFO ] [sig       ] Generating forecast for: TTE
[2025-10-11T14:14:27.328837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-10-11T14:14:27.338610] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TTE'.
[2025-10-11T14:14:27.338984] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-10-11T14:14:27.369896] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:27.370635] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-10-11T14:14:27.370717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:27.370757] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:27.370785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:27.370843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:27.391794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:27.392766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:27.392868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:27.392933] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:27.434714] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:27.434860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:27.434927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:27.434989] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:27.439065] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-10-11T14:14:27.439402] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-10-11T14:14:27.439566] [INFO ] [sig       ] TTE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:27.599393] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TTE.txt
[2025-10-11T14:14:27.599629] [INFO ] [sig       ] [1612/1823] Completed TTE in 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 51.6s
[2025-10-11T14:14:27.599716] [INFO ] [sig       ] [1613/1823] Forecasting TTI...
[2025-10-11T14:14:27.599757] [INFO ] [sig       ] Generating forecast for: TTI
[2025-10-11T14:14:27.599790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-10-11T14:14:27.608636] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TTI'.
[2025-10-11T14:14:27.608963] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-10-11T14:14:27.633601] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:27.634282] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-10-11T14:14:27.634337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:27.634402] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:27.634455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:27.634519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:27.651443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:27.652009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:27.652089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:27.652122] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:27.687458] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:27.687547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:27.687585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:27.687613] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:27.690612] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-10-11T14:14:27.690888] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-10-11T14:14:27.691043] [INFO ] [sig       ] TTI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:27.830207] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TTI.txt
[2025-10-11T14:14:27.830438] [INFO ] [sig       ] [1613/1823] Completed TTI in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 51.3s
[2025-10-11T14:14:27.830479] [INFO ] [sig       ] [1614/1823] Forecasting TU...
[2025-10-11T14:14:27.830509] [INFO ] [sig       ] Generating forecast for: TU
[2025-10-11T14:14:27.830540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'.
[2025-10-11T14:14:27.840132] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TU'.
[2025-10-11T14:14:27.840458] [INFO ] [FORECASTER] Starting predict_future for TU
[2025-10-11T14:14:27.865130] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:27.865824] [DEBUG] [LOCAL     ] No optimal features file found for TU: ./output/feature-sets/TU.txt
[2025-10-11T14:14:27.865879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:27.865912] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:27.865940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:27.866050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:27.882926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:27.883449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:27.883531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:27.883565] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:27.915862] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:27.915937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:27.915973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:27.916000] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:27.919010] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-10-11T14:14:27.919257] [INFO ] [FORECASTER] Completed predict_future for TU
[2025-10-11T14:14:27.919395] [INFO ] [sig       ] TU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:28.058193] [INFO ] [LOCAL     ] Saved forecast: TU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TU.txt
[2025-10-11T14:14:28.058443] [INFO ] [sig       ] [1614/1823] Completed TU in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 51.1s
[2025-10-11T14:14:28.058487] [INFO ] [sig       ] [1615/1823] Forecasting TUYA...
[2025-10-11T14:14:28.058518] [INFO ] [sig       ] Generating forecast for: TUYA
[2025-10-11T14:14:28.058551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'.
[2025-10-11T14:14:28.070353] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TUYA'.
[2025-10-11T14:14:28.070820] [INFO ] [FORECASTER] Starting predict_future for TUYA
[2025-10-11T14:14:28.104706] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:28.105482] [DEBUG] [LOCAL     ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt
[2025-10-11T14:14:28.105539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:28.105572] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:28.105600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:28.105678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:28.122699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:28.123519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:28.123605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:28.123639] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:28.159438] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:28.159544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:28.159580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:28.159609] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:28.162773] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-10-11T14:14:28.163030] [INFO ] [FORECASTER] Completed predict_future for TUYA
[2025-10-11T14:14:28.163160] [INFO ] [sig       ] TUYA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:28.302243] [INFO ] [LOCAL     ] Saved forecast: TUYA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TUYA.txt
[2025-10-11T14:14:28.302424] [INFO ] [sig       ] [1615/1823] Completed TUYA in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 50.8s
[2025-10-11T14:14:28.302469] [INFO ] [sig       ] [1616/1823] Forecasting TV...
[2025-10-11T14:14:28.302501] [INFO ] [sig       ] Generating forecast for: TV
[2025-10-11T14:14:28.302532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'.
[2025-10-11T14:14:28.313279] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TV'.
[2025-10-11T14:14:28.313787] [INFO ] [FORECASTER] Starting predict_future for TV
[2025-10-11T14:14:28.349236] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:28.350111] [DEBUG] [LOCAL     ] No optimal features file found for TV: ./output/feature-sets/TV.txt
[2025-10-11T14:14:28.350169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:28.350204] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:28.350232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:28.350290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:28.371971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:28.372804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:28.372895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:28.372929] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:28.407753] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:28.407945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:28.407990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:28.408020] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:28.411573] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: DOWN (p=28.05%)
[2025-10-11T14:14:28.411889] [INFO ] [FORECASTER] Completed predict_future for TV
[2025-10-11T14:14:28.412039] [INFO ] [sig       ] TV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:28.553120] [INFO ] [LOCAL     ] Saved forecast: TV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TV.txt
[2025-10-11T14:14:28.553387] [INFO ] [sig       ] [1616/1823] Completed TV in 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 50.6s
[2025-10-11T14:14:28.553430] [INFO ] [sig       ] [1617/1823] Forecasting TVC...
[2025-10-11T14:14:28.553460] [INFO ] [sig       ] Generating forecast for: TVC
[2025-10-11T14:14:28.553493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-10-11T14:14:28.561983] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TVC'.
[2025-10-11T14:14:28.562294] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-10-11T14:14:28.586952] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:28.587716] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-10-11T14:14:28.587773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:28.587825] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:28.587854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:28.587912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:28.604588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:28.605376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:28.605462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:28.605495] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:28.641211] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:28.641384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:28.641464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:28.641495] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:28.646281] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=22.99%)
[2025-10-11T14:14:28.646554] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-10-11T14:14:28.646758] [INFO ] [sig       ] TVC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:28.791744] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TVC.txt
[2025-10-11T14:14:28.792049] [INFO ] [sig       ] [1617/1823] Completed TVC in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 50.3s
[2025-10-11T14:14:28.792117] [INFO ] [sig       ] [1618/1823] Forecasting TVE...
[2025-10-11T14:14:28.792169] [INFO ] [sig       ] Generating forecast for: TVE
[2025-10-11T14:14:28.792207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-10-11T14:14:28.801294] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TVE'.
[2025-10-11T14:14:28.801683] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-10-11T14:14:28.828956] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:28.829975] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-10-11T14:14:28.830058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:28.830136] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:28.830208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:28.830300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:28.851064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:28.851947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:28.852067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:28.852144] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:28.890732] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:28.890880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:28.890922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:28.890953] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:28.894483] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-10-11T14:14:28.894858] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-10-11T14:14:28.895007] [INFO ] [sig       ] TVE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:29.041917] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TVE.txt
[2025-10-11T14:14:29.042154] [INFO ] [sig       ] [1618/1823] Completed TVE in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 50.1s
[2025-10-11T14:14:29.042197] [INFO ] [sig       ] [1619/1823] Forecasting TWI...
[2025-10-11T14:14:29.042229] [INFO ] [sig       ] Generating forecast for: TWI
[2025-10-11T14:14:29.042261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-10-11T14:14:29.051163] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TWI'.
[2025-10-11T14:14:29.051425] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-10-11T14:14:29.076073] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:29.076869] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-10-11T14:14:29.076924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:29.076957] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:29.076985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:29.077041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:29.093669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:29.094204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:29.094282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:29.094316] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:29.131908] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:29.131984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:29.132019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:29.132047] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:29.134993] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-10-11T14:14:29.135237] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-10-11T14:14:29.135373] [INFO ] [sig       ] TWI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:29.273362] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TWI.txt
[2025-10-11T14:14:29.273559] [INFO ] [sig       ] [1619/1823] Completed TWI in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 49.8s
[2025-10-11T14:14:29.273599] [INFO ] [sig       ] [1620/1823] Forecasting TWLO...
[2025-10-11T14:14:29.273628] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-10-11T14:14:29.273697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-10-11T14:14:29.283235] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TWLO'.
[2025-10-11T14:14:29.283588] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-10-11T14:14:29.309474] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:29.310255] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-10-11T14:14:29.310311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:29.310345] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:29.310375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:29.310433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:29.328035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:29.328603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:29.328717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:29.328763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:29.368910] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:29.369052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:29.369093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:29.369121] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:29.372462] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=94.71%)
[2025-10-11T14:14:29.372781] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-10-11T14:14:29.372923] [INFO ] [sig       ] TWLO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:29.515130] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TWLO.txt
[2025-10-11T14:14:29.515403] [INFO ] [sig       ] [1620/1823] Completed TWLO in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 49.6s
[2025-10-11T14:14:29.515451] [INFO ] [sig       ] [1621/1823] Forecasting TWN...
[2025-10-11T14:14:29.515487] [INFO ] [sig       ] Generating forecast for: TWN
[2025-10-11T14:14:29.515519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'.
[2025-10-11T14:14:29.523930] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TWN'.
[2025-10-11T14:14:29.524206] [INFO ] [FORECASTER] Starting predict_future for TWN
[2025-10-11T14:14:29.549324] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:29.550104] [DEBUG] [LOCAL     ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt
[2025-10-11T14:14:29.550160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:29.550193] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:29.550220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:29.550278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:29.567781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:29.568357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:29.568439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:29.568475] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:29.604356] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:29.604474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:29.604512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:29.604541] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:29.607817] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=75.66%)
[2025-10-11T14:14:29.608090] [INFO ] [FORECASTER] Completed predict_future for TWN
[2025-10-11T14:14:29.608231] [INFO ] [sig       ] TWN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:29.750709] [INFO ] [LOCAL     ] Saved forecast: TWN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TWN.txt
[2025-10-11T14:14:29.750953] [INFO ] [sig       ] [1621/1823] Completed TWN in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 49.4s
[2025-10-11T14:14:29.750998] [INFO ] [sig       ] [1622/1823] Forecasting TWO...
[2025-10-11T14:14:29.751029] [INFO ] [sig       ] Generating forecast for: TWO
[2025-10-11T14:14:29.751061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-10-11T14:14:29.760041] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TWO'.
[2025-10-11T14:14:29.760382] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-10-11T14:14:29.785378] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:29.786105] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-10-11T14:14:29.786159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:29.786193] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:29.786220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:29.786276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:29.803355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:29.803951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:29.804033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:29.804067] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:29.841006] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:29.841130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:29.841169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:29.841198] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:29.844390] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-10-11T14:14:29.844672] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-10-11T14:14:29.844821] [INFO ] [sig       ] TWO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:29.986251] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TWO.txt
[2025-10-11T14:14:29.986474] [INFO ] [sig       ] [1622/1823] Completed TWO in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 49.1s
[2025-10-11T14:14:29.986521] [INFO ] [sig       ] [1623/1823] Forecasting TX...
[2025-10-11T14:14:29.986551] [INFO ] [sig       ] Generating forecast for: TX
[2025-10-11T14:14:29.986624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-10-11T14:14:29.995624] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TX'.
[2025-10-11T14:14:29.995964] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-10-11T14:14:30.022721] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:30.023568] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-10-11T14:14:30.023625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:30.023696] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:30.023739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:30.023799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:30.041663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:30.042570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:30.042692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:30.042747] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:30.079801] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:30.079921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:30.079959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:30.079989] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:30.083245] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=58.63%)
[2025-10-11T14:14:30.083517] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-10-11T14:14:30.083690] [INFO ] [sig       ] TX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:30.224228] [INFO ] [LOCAL     ] Saved forecast: TX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TX.txt
[2025-10-11T14:14:30.224460] [INFO ] [sig       ] [1623/1823] Completed TX in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 48.9s
[2025-10-11T14:14:30.224525] [INFO ] [sig       ] [1624/1823] Forecasting TXNM...
[2025-10-11T14:14:30.224559] [INFO ] [sig       ] Generating forecast for: TXNM
[2025-10-11T14:14:30.224590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXNM' from 'https://tdm.silogroup.org/data/derivative_storage/TXNM.csv'.
[2025-10-11T14:14:30.233263] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TXNM'.
[2025-10-11T14:14:30.233548] [INFO ] [FORECASTER] Starting predict_future for TXNM
[2025-10-11T14:14:30.258163] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:30.258852] [DEBUG] [LOCAL     ] No optimal features file found for TXNM: ./output/feature-sets/TXNM.txt
[2025-10-11T14:14:30.258906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:30.258952] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:30.258981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:30.259038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:30.275876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:30.276396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:30.276472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:30.276505] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:30.313750] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:30.313910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:30.313965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:30.314024] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:30.318968] [DEBUG] [FORECASTER] TXNM: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-10-11T14:14:30.319494] [INFO ] [FORECASTER] Completed predict_future for TXNM
[2025-10-11T14:14:30.319733] [INFO ] [sig       ] TXNM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:30.466030] [INFO ] [LOCAL     ] Saved forecast: TXNM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TXNM.txt
[2025-10-11T14:14:30.466257] [INFO ] [sig       ] [1624/1823] Completed TXNM in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 48.6s
[2025-10-11T14:14:30.466301] [INFO ] [sig       ] [1625/1823] Forecasting TXO...
[2025-10-11T14:14:30.466333] [INFO ] [sig       ] Generating forecast for: TXO
[2025-10-11T14:14:30.466365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-10-11T14:14:30.475280] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TXO'.
[2025-10-11T14:14:30.475555] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-10-11T14:14:30.500013] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:30.500691] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-10-11T14:14:30.500747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:30.500780] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:30.500807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:30.500864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:30.517531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:30.518083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:30.518161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:30.518194] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:30.553883] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:30.553964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:30.553999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:30.554028] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:30.556995] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=21.87%)
[2025-10-11T14:14:30.557239] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-10-11T14:14:30.557371] [INFO ] [sig       ] TXO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:30.706734] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TXO.txt
[2025-10-11T14:14:30.706973] [INFO ] [sig       ] [1625/1823] Completed TXO in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 48.4s
[2025-10-11T14:14:30.707017] [INFO ] [sig       ] [1626/1823] Forecasting TXT...
[2025-10-11T14:14:30.707048] [INFO ] [sig       ] Generating forecast for: TXT
[2025-10-11T14:14:30.707081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'.
[2025-10-11T14:14:30.715853] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TXT'.
[2025-10-11T14:14:30.716155] [INFO ] [FORECASTER] Starting predict_future for TXT
[2025-10-11T14:14:30.740743] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:30.741449] [DEBUG] [LOCAL     ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt
[2025-10-11T14:14:30.741503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:30.741536] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:30.741563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:30.741621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:30.758338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:30.758920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:30.759002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:30.759035] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:30.793516] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:30.793619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:30.793689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:30.793734] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:30.796916] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: DOWN (p=19.18%)
[2025-10-11T14:14:30.797170] [INFO ] [FORECASTER] Completed predict_future for TXT
[2025-10-11T14:14:30.797306] [INFO ] [sig       ] TXT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:30.937091] [INFO ] [LOCAL     ] Saved forecast: TXT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/TXT.txt
[2025-10-11T14:14:30.937321] [INFO ] [sig       ] [1626/1823] Completed TXT in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 48.1s
[2025-10-11T14:14:30.937363] [INFO ] [sig       ] [1627/1823] Forecasting TYG...
[2025-10-11T14:14:30.937394] [INFO ] [sig       ] Generating forecast for: TYG
[2025-10-11T14:14:30.937425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-10-11T14:14:30.945962] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TYG'.
[2025-10-11T14:14:30.946236] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-10-11T14:14:30.970808] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:30.971488] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-10-11T14:14:30.971541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:30.971574] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:30.971675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:30.971754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:30.988596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:30.989205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:30.989286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:30.989319] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:31.024634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:31.024792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:31.024834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:31.024863] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:31.028166] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-10-11T14:14:31.028442] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-10-11T14:14:31.028580] [INFO ] [sig       ] TYG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:31.167302] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TYG.txt
[2025-10-11T14:14:31.167523] [INFO ] [sig       ] [1627/1823] Completed TYG in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 47.9s
[2025-10-11T14:14:31.167569] [INFO ] [sig       ] [1628/1823] Forecasting TYL...
[2025-10-11T14:14:31.167601] [INFO ] [sig       ] Generating forecast for: TYL
[2025-10-11T14:14:31.167634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-10-11T14:14:31.176215] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TYL'.
[2025-10-11T14:14:31.176528] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-10-11T14:14:31.201170] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:31.201912] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-10-11T14:14:31.201966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:31.202000] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:31.202027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:31.202083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:31.219022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:31.219584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:31.219705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:31.219754] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:31.255324] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:31.255453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:31.255492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:31.255522] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:31.258879] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-10-11T14:14:31.259149] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-10-11T14:14:31.259286] [INFO ] [sig       ] TYL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:31.403210] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/TYL.txt
[2025-10-11T14:14:31.403768] [INFO ] [sig       ] [1628/1823] Completed TYL in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 47.6s
[2025-10-11T14:14:31.403845] [INFO ] [sig       ] [1629/1823] Forecasting U...
[2025-10-11T14:14:31.403899] [INFO ] [sig       ] Generating forecast for: U
[2025-10-11T14:14:31.403935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'.
[2025-10-11T14:14:31.416964] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'U'.
[2025-10-11T14:14:31.417398] [INFO ] [FORECASTER] Starting predict_future for U
[2025-10-11T14:14:31.443863] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:31.444581] [DEBUG] [LOCAL     ] No optimal features file found for U: ./output/feature-sets/U.txt
[2025-10-11T14:14:31.444636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:31.444711] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:31.444745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:31.444803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:31.461561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:31.462190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:31.462337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:31.462391] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:31.499261] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:31.499336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:31.499405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:31.499461] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:31.502462] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-10-11T14:14:31.502792] [INFO ] [FORECASTER] Completed predict_future for U
[2025-10-11T14:14:31.502933] [INFO ] [sig       ] U: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:31.642580] [INFO ] [LOCAL     ] Saved forecast: U	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/U.txt
[2025-10-11T14:14:31.642821] [INFO ] [sig       ] [1629/1823] Completed U in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 47.4s
[2025-10-11T14:14:31.642876] [INFO ] [sig       ] [1630/1823] Forecasting UA...
[2025-10-11T14:14:31.642910] [INFO ] [sig       ] Generating forecast for: UA
[2025-10-11T14:14:31.642943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'.
[2025-10-11T14:14:31.651572] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UA'.
[2025-10-11T14:14:31.651852] [INFO ] [FORECASTER] Starting predict_future for UA
[2025-10-11T14:14:31.676361] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:31.677082] [DEBUG] [LOCAL     ] No optimal features file found for UA: ./output/feature-sets/UA.txt
[2025-10-11T14:14:31.677136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:31.677169] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:31.677196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:31.677253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:31.693957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:31.694470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:31.694545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:31.694578] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:31.731295] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:31.731370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:31.732123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:31.732162] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:31.735757] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: UP (p=74.73%)
[2025-10-11T14:14:31.736001] [INFO ] [FORECASTER] Completed predict_future for UA
[2025-10-11T14:14:31.736133] [INFO ] [sig       ] UA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:31.875491] [INFO ] [LOCAL     ] Saved forecast: UA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UA.txt
[2025-10-11T14:14:31.875720] [INFO ] [sig       ] [1630/1823] Completed UA in 0.2s | 4.09 sym/s | Total: 6.6m | ETA: 47.1s
[2025-10-11T14:14:31.875780] [INFO ] [sig       ] [1631/1823] Forecasting UAA...
[2025-10-11T14:14:31.875814] [INFO ] [sig       ] Generating forecast for: UAA
[2025-10-11T14:14:31.875845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-10-11T14:14:31.884887] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UAA'.
[2025-10-11T14:14:31.885219] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-10-11T14:14:31.910375] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:31.911120] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-10-11T14:14:31.911174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:31.911208] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:31.911236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:31.911311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:31.928275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:31.928892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:31.928975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:31.929009] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:31.966566] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:31.966740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:31.966789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:31.966820] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:31.970153] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-10-11T14:14:31.970455] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-10-11T14:14:31.970609] [INFO ] [sig       ] UAA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:32.144965] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UAA.txt
[2025-10-11T14:14:32.145256] [INFO ] [sig       ] [1631/1823] Completed UAA in 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 46.9s
[2025-10-11T14:14:32.145331] [INFO ] [sig       ] [1632/1823] Forecasting UAN...
[2025-10-11T14:14:32.145412] [INFO ] [sig       ] Generating forecast for: UAN
[2025-10-11T14:14:32.145493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'.
[2025-10-11T14:14:32.155134] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UAN'.
[2025-10-11T14:14:32.155472] [INFO ] [FORECASTER] Starting predict_future for UAN
[2025-10-11T14:14:32.184488] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:32.185348] [DEBUG] [LOCAL     ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt
[2025-10-11T14:14:32.185419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:32.185469] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:32.185500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:32.185558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:32.205978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:32.206733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:32.206821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:32.206857] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:32.247962] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:32.248087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:32.248127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:32.248157] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:32.251933] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-10-11T14:14:32.252311] [INFO ] [FORECASTER] Completed predict_future for UAN
[2025-10-11T14:14:32.252505] [INFO ] [sig       ] UAN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:32.423604] [INFO ] [LOCAL     ] Saved forecast: UAN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UAN.txt
[2025-10-11T14:14:32.423871] [INFO ] [sig       ] [1632/1823] Completed UAN in 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 46.7s
[2025-10-11T14:14:32.423923] [INFO ] [sig       ] [1633/1823] Forecasting UBER...
[2025-10-11T14:14:32.423956] [INFO ] [sig       ] Generating forecast for: UBER
[2025-10-11T14:14:32.423990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'.
[2025-10-11T14:14:32.433595] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UBER'.
[2025-10-11T14:14:32.433931] [INFO ] [FORECASTER] Starting predict_future for UBER
[2025-10-11T14:14:32.462499] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:32.463333] [DEBUG] [LOCAL     ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt
[2025-10-11T14:14:32.463389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:32.463423] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:32.463451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:32.463509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:32.483346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:32.484026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:32.484116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:32.484151] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:32.526036] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:32.526163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:32.526204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:32.526233] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:32.530215] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-10-11T14:14:32.530624] [INFO ] [FORECASTER] Completed predict_future for UBER
[2025-10-11T14:14:32.530836] [INFO ] [sig       ] UBER: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:32.697500] [INFO ] [LOCAL     ] Saved forecast: UBER	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UBER.txt
[2025-10-11T14:14:32.697845] [INFO ] [sig       ] [1633/1823] Completed UBER in 0.3s | 4.09 sym/s | Total: 6.6m | ETA: 46.4s
[2025-10-11T14:14:32.697910] [INFO ] [sig       ] [1634/1823] Forecasting UBS...
[2025-10-11T14:14:32.697945] [INFO ] [sig       ] Generating forecast for: UBS
[2025-10-11T14:14:32.697978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-10-11T14:14:32.707664] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UBS'.
[2025-10-11T14:14:32.708099] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-10-11T14:14:32.737874] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:32.738806] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-10-11T14:14:32.738867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:32.738902] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:32.738932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:32.738990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:32.759760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:32.760382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:32.760467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:32.760501] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:32.809190] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:32.809344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:32.809404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:32.809472] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:32.813211] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-10-11T14:14:32.813573] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-10-11T14:14:32.813775] [INFO ] [sig       ] UBS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:32.964207] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UBS.txt
[2025-10-11T14:14:32.964440] [INFO ] [sig       ] [1634/1823] Completed UBS in 0.3s | 4.09 sym/s | Total: 6.7m | ETA: 46.2s
[2025-10-11T14:14:32.964485] [INFO ] [sig       ] [1635/1823] Forecasting UCB...
[2025-10-11T14:14:32.964515] [INFO ] [sig       ] Generating forecast for: UCB
[2025-10-11T14:14:32.964546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UCB' from 'https://tdm.silogroup.org/data/derivative_storage/UCB.csv'.
[2025-10-11T14:14:32.973818] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UCB'.
[2025-10-11T14:14:32.974126] [INFO ] [FORECASTER] Starting predict_future for UCB
[2025-10-11T14:14:32.998711] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:32.999417] [DEBUG] [LOCAL     ] No optimal features file found for UCB: ./output/feature-sets/UCB.txt
[2025-10-11T14:14:32.999472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:32.999505] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:32.999532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:32.999589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:33.016160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:33.016803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:33.016915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:33.016949] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:33.053433] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:33.053539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:33.053578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:33.053609] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:33.056779] [DEBUG] [FORECASTER] UCB: Forecast T+1@11:T+2@11: DOWN (p=44.26%)
[2025-10-11T14:14:33.057037] [INFO ] [FORECASTER] Completed predict_future for UCB
[2025-10-11T14:14:33.057176] [INFO ] [sig       ] UCB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:33.195387] [INFO ] [LOCAL     ] Saved forecast: UCB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UCB.txt
[2025-10-11T14:14:33.195616] [INFO ] [sig       ] [1635/1823] Completed UCB in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 45.9s
[2025-10-11T14:14:33.195691] [INFO ] [sig       ] [1636/1823] Forecasting UDR...
[2025-10-11T14:14:33.195736] [INFO ] [sig       ] Generating forecast for: UDR
[2025-10-11T14:14:33.195771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'.
[2025-10-11T14:14:33.204411] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UDR'.
[2025-10-11T14:14:33.204780] [INFO ] [FORECASTER] Starting predict_future for UDR
[2025-10-11T14:14:33.233289] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:33.234112] [DEBUG] [LOCAL     ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt
[2025-10-11T14:14:33.234167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:33.234201] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:33.234229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:33.234285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:33.250983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:33.251540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:33.251631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:33.251717] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:33.292867] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:33.293021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:33.293082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:33.293113] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:33.296452] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2025-10-11T14:14:33.296970] [INFO ] [FORECASTER] Completed predict_future for UDR
[2025-10-11T14:14:33.297127] [INFO ] [sig       ] UDR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:33.478639] [INFO ] [LOCAL     ] Saved forecast: UDR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UDR.txt
[2025-10-11T14:14:33.479156] [INFO ] [sig       ] [1636/1823] Completed UDR in 0.3s | 4.09 sym/s | Total: 6.7m | ETA: 45.7s
[2025-10-11T14:14:33.479202] [INFO ] [sig       ] [1637/1823] Forecasting UE...
[2025-10-11T14:14:33.479234] [INFO ] [sig       ] Generating forecast for: UE
[2025-10-11T14:14:33.479264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-10-11T14:14:33.494113] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UE'.
[2025-10-11T14:14:33.494717] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-10-11T14:14:33.534300] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:33.535186] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-10-11T14:14:33.535245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:33.535280] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:33.535309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:33.535369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:33.554600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:33.555564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:33.555686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:33.555742] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:33.594892] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:33.595085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:33.595134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:33.595167] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:33.600345] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-10-11T14:14:33.600932] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-10-11T14:14:33.601147] [INFO ] [sig       ] UE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:33.818341] [INFO ] [LOCAL     ] Saved forecast: UE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UE.txt
[2025-10-11T14:14:33.818768] [INFO ] [sig       ] [1637/1823] Completed UE in 0.3s | 4.09 sym/s | Total: 6.7m | ETA: 45.5s
[2025-10-11T14:14:33.818841] [INFO ] [sig       ] [1638/1823] Forecasting UGI...
[2025-10-11T14:14:33.818883] [INFO ] [sig       ] Generating forecast for: UGI
[2025-10-11T14:14:33.818925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-10-11T14:14:33.832556] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UGI'.
[2025-10-11T14:14:33.833171] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-10-11T14:14:33.875720] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:33.877076] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-10-11T14:14:33.877157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:33.877215] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:33.877266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:33.877383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:33.902575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:33.903812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:33.903937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:33.903997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:33.952201] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:33.952380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:33.952426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:33.952459] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:33.956139] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=59.62%)
[2025-10-11T14:14:33.956448] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-10-11T14:14:33.956632] [INFO ] [sig       ] UGI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:34.112123] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UGI.txt
[2025-10-11T14:14:34.112383] [INFO ] [sig       ] [1638/1823] Completed UGI in 0.3s | 4.09 sym/s | Total: 6.7m | ETA: 45.2s
[2025-10-11T14:14:34.112431] [INFO ] [sig       ] [1639/1823] Forecasting UGP...
[2025-10-11T14:14:34.112463] [INFO ] [sig       ] Generating forecast for: UGP
[2025-10-11T14:14:34.112496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-10-11T14:14:34.121930] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UGP'.
[2025-10-11T14:14:34.122349] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-10-11T14:14:34.149441] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:34.150302] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-10-11T14:14:34.150361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:34.150397] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:34.150427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:34.150489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:34.168249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:34.169206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:34.169303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:34.169339] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:34.199468] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:34.199679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:34.199745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:34.199782] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:34.203797] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-10-11T14:14:34.204104] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-10-11T14:14:34.204244] [INFO ] [sig       ] UGP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:34.361184] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UGP.txt
[2025-10-11T14:14:34.361487] [INFO ] [sig       ] [1639/1823] Completed UGP in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 45.0s
[2025-10-11T14:14:34.361558] [INFO ] [sig       ] [1640/1823] Forecasting UHAL...
[2025-10-11T14:14:34.361601] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-10-11T14:14:34.361636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-10-11T14:14:34.370561] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UHAL'.
[2025-10-11T14:14:34.370926] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-10-11T14:14:34.399367] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:34.400269] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-10-11T14:14:34.400327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:34.400363] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:34.400453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:34.400524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:34.419987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:34.420874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:34.420967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:34.421002] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:34.449737] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:34.449895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:34.449938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:34.449969] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:34.453450] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-10-11T14:14:34.453792] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-10-11T14:14:34.453952] [INFO ] [sig       ] UHAL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:34.604678] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UHAL.txt
[2025-10-11T14:14:34.604927] [INFO ] [sig       ] [1640/1823] Completed UHAL in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 44.7s
[2025-10-11T14:14:34.604972] [INFO ] [sig       ] [1641/1823] Forecasting UHS...
[2025-10-11T14:14:34.605003] [INFO ] [sig       ] Generating forecast for: UHS
[2025-10-11T14:14:34.605035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-10-11T14:14:34.613412] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UHS'.
[2025-10-11T14:14:34.613737] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-10-11T14:14:34.638592] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:34.639356] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-10-11T14:14:34.639410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:34.639445] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:34.639473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:34.639531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:34.656775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:34.657452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:34.657532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:34.657566] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:34.684300] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:34.684429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:34.684470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:34.684501] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:34.688780] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=31.01%)
[2025-10-11T14:14:34.689222] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-10-11T14:14:34.689387] [INFO ] [sig       ] UHS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:34.830342] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UHS.txt
[2025-10-11T14:14:34.830564] [INFO ] [sig       ] [1641/1823] Completed UHS in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 44.5s
[2025-10-11T14:14:34.830616] [INFO ] [sig       ] [1642/1823] Forecasting UHT...
[2025-10-11T14:14:34.830677] [INFO ] [sig       ] Generating forecast for: UHT
[2025-10-11T14:14:34.830729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'.
[2025-10-11T14:14:34.839309] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UHT'.
[2025-10-11T14:14:34.839580] [INFO ] [FORECASTER] Starting predict_future for UHT
[2025-10-11T14:14:34.864394] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:34.865144] [DEBUG] [LOCAL     ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt
[2025-10-11T14:14:34.865199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:34.865233] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:34.865262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:34.865321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:34.882346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:34.882923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:34.883001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:34.883035] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:34.918347] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:34.918517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:34.918562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:34.918599] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:34.922053] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: UP (p=67.78%)
[2025-10-11T14:14:34.922316] [INFO ] [FORECASTER] Completed predict_future for UHT
[2025-10-11T14:14:34.922450] [INFO ] [sig       ] UHT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:35.064578] [INFO ] [LOCAL     ] Saved forecast: UHT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UHT.txt
[2025-10-11T14:14:35.064824] [INFO ] [sig       ] [1642/1823] Completed UHT in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 44.2s
[2025-10-11T14:14:35.064882] [INFO ] [sig       ] [1643/1823] Forecasting UI...
[2025-10-11T14:14:35.064916] [INFO ] [sig       ] Generating forecast for: UI
[2025-10-11T14:14:35.064948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-10-11T14:14:35.073757] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UI'.
[2025-10-11T14:14:35.074006] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-10-11T14:14:35.098862] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:35.099607] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-10-11T14:14:35.099686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:35.099734] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:35.099765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:35.099823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:35.117080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:35.117785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:35.117879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:35.117928] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:35.154210] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:35.154340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:35.154379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:35.154424] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:35.159695] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=23.16%)
[2025-10-11T14:14:35.159953] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-10-11T14:14:35.160085] [INFO ] [sig       ] UI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:35.302403] [INFO ] [LOCAL     ] Saved forecast: UI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UI.txt
[2025-10-11T14:14:35.302603] [INFO ] [sig       ] [1643/1823] Completed UI in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 44.0s
[2025-10-11T14:14:35.302669] [INFO ] [sig       ] [1644/1823] Forecasting UIS...
[2025-10-11T14:14:35.302726] [INFO ] [sig       ] Generating forecast for: UIS
[2025-10-11T14:14:35.302762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-10-11T14:14:35.312509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UIS'.
[2025-10-11T14:14:35.312897] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-10-11T14:14:35.338672] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:35.339434] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-10-11T14:14:35.339490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:35.339524] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:35.339552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:35.339609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:35.356480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:35.357144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:35.357228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:35.357261] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:35.392920] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:35.393087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:35.393128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:35.393159] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:35.396789] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=23.28%)
[2025-10-11T14:14:35.397074] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-10-11T14:14:35.397211] [INFO ] [sig       ] UIS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:35.536790] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UIS.txt
[2025-10-11T14:14:35.537038] [INFO ] [sig       ] [1644/1823] Completed UIS in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 43.8s
[2025-10-11T14:14:35.537082] [INFO ] [sig       ] [1645/1823] Forecasting UL...
[2025-10-11T14:14:35.537112] [INFO ] [sig       ] Generating forecast for: UL
[2025-10-11T14:14:35.537143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-10-11T14:14:35.546404] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UL'.
[2025-10-11T14:14:35.546797] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-10-11T14:14:35.571309] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:35.572008] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-10-11T14:14:35.572062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:35.572096] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:35.572123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:35.572180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:35.589310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:35.589882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:35.589960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:35.589994] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:35.625752] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:35.625929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:35.625973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:35.626003] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:35.629537] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-10-11T14:14:35.629872] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-10-11T14:14:35.630019] [INFO ] [sig       ] UL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:35.770619] [INFO ] [LOCAL     ] Saved forecast: UL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UL.txt
[2025-10-11T14:14:35.770864] [INFO ] [sig       ] [1645/1823] Completed UL in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 43.5s
[2025-10-11T14:14:35.770911] [INFO ] [sig       ] [1646/1823] Forecasting ULS...
[2025-10-11T14:14:35.770943] [INFO ] [sig       ] Generating forecast for: ULS
[2025-10-11T14:14:35.770975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULS' from 'https://tdm.silogroup.org/data/derivative_storage/ULS.csv'.
[2025-10-11T14:14:35.779312] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ULS'.
[2025-10-11T14:14:35.779558] [INFO ] [FORECASTER] Starting predict_future for ULS
[2025-10-11T14:14:35.804082] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:35.804795] [DEBUG] [LOCAL     ] No optimal features file found for ULS: ./output/feature-sets/ULS.txt
[2025-10-11T14:14:35.804849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:35.804883] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:35.804911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:35.804968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:35.821805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:35.822323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:35.822399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:35.822432] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:35.856917] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:35.857039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:35.857077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:35.857106] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:35.860302] [DEBUG] [FORECASTER] ULS: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-10-11T14:14:35.860561] [INFO ] [FORECASTER] Completed predict_future for ULS
[2025-10-11T14:14:35.860723] [INFO ] [sig       ] ULS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:36.000166] [INFO ] [LOCAL     ] Saved forecast: ULS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ULS.txt
[2025-10-11T14:14:36.000362] [INFO ] [sig       ] [1646/1823] Completed ULS in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 43.3s
[2025-10-11T14:14:36.000404] [INFO ] [sig       ] [1647/1823] Forecasting UMC...
[2025-10-11T14:14:36.000435] [INFO ] [sig       ] Generating forecast for: UMC
[2025-10-11T14:14:36.000466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-10-11T14:14:36.009188] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UMC'.
[2025-10-11T14:14:36.009533] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-10-11T14:14:36.034068] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:36.034957] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-10-11T14:14:36.035019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:36.035068] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:36.035105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:36.035177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:36.052091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:36.052620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:36.052726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:36.052767] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:36.089157] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:36.089238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:36.089273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:36.089302] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:36.092269] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=17.26%)
[2025-10-11T14:14:36.092518] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-10-11T14:14:36.092664] [INFO ] [sig       ] UMC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:36.235579] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UMC.txt
[2025-10-11T14:14:36.235843] [INFO ] [sig       ] [1647/1823] Completed UMC in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 43.0s
[2025-10-11T14:14:36.235900] [INFO ] [sig       ] [1648/1823] Forecasting UMH...
[2025-10-11T14:14:36.235933] [INFO ] [sig       ] Generating forecast for: UMH
[2025-10-11T14:14:36.235966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-10-11T14:14:36.245157] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UMH'.
[2025-10-11T14:14:36.245509] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-10-11T14:14:36.270478] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:36.271220] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-10-11T14:14:36.271274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:36.271308] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:36.271336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:36.271393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:36.288304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:36.288986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:36.289073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:36.289106] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:36.326682] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:36.326824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:36.326865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:36.326893] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:36.330171] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-10-11T14:14:36.330442] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-10-11T14:14:36.330578] [INFO ] [sig       ] UMH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:36.469414] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UMH.txt
[2025-10-11T14:14:36.469630] [INFO ] [sig       ] [1648/1823] Completed UMH in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 42.8s
[2025-10-11T14:14:36.469722] [INFO ] [sig       ] [1649/1823] Forecasting UNF...
[2025-10-11T14:14:36.469763] [INFO ] [sig       ] Generating forecast for: UNF
[2025-10-11T14:14:36.469796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-10-11T14:14:36.478787] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNF'.
[2025-10-11T14:14:36.479098] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-10-11T14:14:36.505863] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:36.506775] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-10-11T14:14:36.506831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:36.506866] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:36.506894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:36.506951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:36.524406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:36.525265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:36.525382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:36.525438] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:36.560093] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:36.560181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:36.560220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:36.560248] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:36.563308] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=49.43%)
[2025-10-11T14:14:36.563570] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-10-11T14:14:36.563736] [INFO ] [sig       ] UNF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:36.704759] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UNF.txt
[2025-10-11T14:14:36.704995] [INFO ] [sig       ] [1649/1823] Completed UNF in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 42.5s
[2025-10-11T14:14:36.705039] [INFO ] [sig       ] [1650/1823] Forecasting UNFI...
[2025-10-11T14:14:36.705070] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-10-11T14:14:36.705102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-10-11T14:14:36.714417] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNFI'.
[2025-10-11T14:14:36.714769] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-10-11T14:14:36.739532] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:36.740217] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-10-11T14:14:36.740271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:36.740304] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:36.740332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:36.740389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:36.757238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:36.757803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:36.757884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:36.757917] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:36.797075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:36.797157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:36.797193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:36.797241] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:36.800262] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-10-11T14:14:36.800510] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-10-11T14:14:36.800663] [INFO ] [sig       ] UNFI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:36.939254] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UNFI.txt
[2025-10-11T14:14:36.939500] [INFO ] [sig       ] [1650/1823] Completed UNFI in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 42.3s
[2025-10-11T14:14:36.939542] [INFO ] [sig       ] [1651/1823] Forecasting UNH...
[2025-10-11T14:14:36.939573] [INFO ] [sig       ] Generating forecast for: UNH
[2025-10-11T14:14:36.939605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-10-11T14:14:36.948328] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNH'.
[2025-10-11T14:14:36.948614] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-10-11T14:14:36.974816] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:36.975600] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-10-11T14:14:36.975694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:36.975752] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:36.975785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:36.975842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:36.993054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:36.994005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:36.994098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:36.994133] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:37.029556] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:37.029745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:37.029797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:37.029829] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:37.033217] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-10-11T14:14:37.033486] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-10-11T14:14:37.033617] [INFO ] [sig       ] UNH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:37.173956] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UNH.txt
[2025-10-11T14:14:37.174174] [INFO ] [sig       ] [1651/1823] Completed UNH in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 42.0s
[2025-10-11T14:14:37.174216] [INFO ] [sig       ] [1652/1823] Forecasting UNM...
[2025-10-11T14:14:37.174247] [INFO ] [sig       ] Generating forecast for: UNM
[2025-10-11T14:14:37.174279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-10-11T14:14:37.182682] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNM'.
[2025-10-11T14:14:37.182981] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-10-11T14:14:37.209146] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:37.209925] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-10-11T14:14:37.209980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:37.210015] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:37.210044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:37.210101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:37.227719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:37.228288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:37.228368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:37.228402] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:37.265677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:37.265788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:37.265826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:37.265855] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:37.269150] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=62.93%)
[2025-10-11T14:14:37.269411] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-10-11T14:14:37.269540] [INFO ] [sig       ] UNM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:37.409580] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UNM.txt
[2025-10-11T14:14:37.409811] [INFO ] [sig       ] [1652/1823] Completed UNM in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 41.8s
[2025-10-11T14:14:37.409870] [INFO ] [sig       ] [1653/1823] Forecasting UNMA...
[2025-10-11T14:14:37.409904] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-10-11T14:14:37.409936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-10-11T14:14:37.417967] [DEBUG] [REMOTE    ] Successfully parsed 1818 rows of historical data for symbol 'UNMA'.
[2025-10-11T14:14:37.418226] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-10-11T14:14:37.443255] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:37.443991] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-10-11T14:14:37.444044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:37.444124] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:37.444161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:37.444219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:37.461339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:37.461939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:37.462021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:37.462054] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:37.496995] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:37.497165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:37.497210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:37.497241] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:37.500751] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2025-10-11T14:14:37.501023] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-10-11T14:14:37.501149] [INFO ] [sig       ] UNMA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:37.643412] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UNMA.txt
[2025-10-11T14:14:37.643609] [INFO ] [sig       ] [1653/1823] Completed UNMA in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 41.5s
[2025-10-11T14:14:37.643676] [INFO ] [sig       ] [1654/1823] Forecasting UNP...
[2025-10-11T14:14:37.643727] [INFO ] [sig       ] Generating forecast for: UNP
[2025-10-11T14:14:37.643761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-10-11T14:14:37.652366] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UNP'.
[2025-10-11T14:14:37.652633] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-10-11T14:14:37.678094] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:37.678847] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-10-11T14:14:37.678903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:37.678936] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:37.678964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:37.679022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:37.696083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:37.696764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:37.696868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:37.696904] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:37.730334] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:37.730427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:37.730464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:37.730493] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:37.733796] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-10-11T14:14:37.734049] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-10-11T14:14:37.734169] [INFO ] [sig       ] UNP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:37.875517] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UNP.txt
[2025-10-11T14:14:37.875754] [INFO ] [sig       ] [1654/1823] Completed UNP in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 41.3s
[2025-10-11T14:14:37.875815] [INFO ] [sig       ] [1655/1823] Forecasting UP...
[2025-10-11T14:14:37.875849] [INFO ] [sig       ] Generating forecast for: UP
[2025-10-11T14:14:37.875882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'.
[2025-10-11T14:14:37.884294] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UP'.
[2025-10-11T14:14:37.884555] [INFO ] [FORECASTER] Starting predict_future for UP
[2025-10-11T14:14:37.910018] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:37.910836] [DEBUG] [LOCAL     ] No optimal features file found for UP: ./output/feature-sets/UP.txt
[2025-10-11T14:14:37.910894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:37.910930] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:37.910959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:37.911018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:37.928993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:37.929544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:37.929624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:37.929692] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:37.972920] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:37.973811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:37.973889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:37.973944] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:37.977533] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-10-11T14:14:37.977838] [INFO ] [FORECASTER] Completed predict_future for UP
[2025-10-11T14:14:37.977990] [INFO ] [sig       ] UP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:38.122602] [INFO ] [LOCAL     ] Saved forecast: UP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UP.txt
[2025-10-11T14:14:38.122875] [INFO ] [sig       ] [1655/1823] Completed UP in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 41.1s
[2025-10-11T14:14:38.122937] [INFO ] [sig       ] [1656/1823] Forecasting URI...
[2025-10-11T14:14:38.122992] [INFO ] [sig       ] Generating forecast for: URI
[2025-10-11T14:14:38.123045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-10-11T14:14:38.132763] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'URI'.
[2025-10-11T14:14:38.133068] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-10-11T14:14:38.157736] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:38.158394] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-10-11T14:14:38.158448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:38.158480] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:38.158507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:38.158576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:38.175507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:38.176093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:38.176173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:38.176206] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:38.217179] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:38.217273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:38.217309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:38.217336] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:38.220467] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-10-11T14:14:38.220767] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-10-11T14:14:38.220904] [INFO ] [sig       ] URI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:38.362017] [INFO ] [LOCAL     ] Saved forecast: URI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/URI.txt
[2025-10-11T14:14:38.362312] [INFO ] [sig       ] [1656/1823] Completed URI in 0.2s | 4.09 sym/s | Total: 6.7m | ETA: 40.8s
[2025-10-11T14:14:38.362356] [INFO ] [sig       ] [1657/1823] Forecasting USA...
[2025-10-11T14:14:38.362386] [INFO ] [sig       ] Generating forecast for: USA
[2025-10-11T14:14:38.362417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-10-11T14:14:38.373183] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USA'.
[2025-10-11T14:14:38.373663] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-10-11T14:14:38.402236] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:38.403169] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-10-11T14:14:38.403230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:38.403269] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:38.403299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:38.403384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:38.422411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:38.423117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:38.423223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:38.423262] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:38.471558] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:38.471792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:38.471848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:38.471881] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:38.475689] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-10-11T14:14:38.475984] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-10-11T14:14:38.476144] [INFO ] [sig       ] USA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:38.622443] [INFO ] [LOCAL     ] Saved forecast: USA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/USA.txt
[2025-10-11T14:14:38.622863] [INFO ] [sig       ] [1657/1823] Completed USA in 0.3s | 4.09 sym/s | Total: 6.7m | ETA: 40.6s
[2025-10-11T14:14:38.622928] [INFO ] [sig       ] [1658/1823] Forecasting USAC...
[2025-10-11T14:14:38.622964] [INFO ] [sig       ] Generating forecast for: USAC
[2025-10-11T14:14:38.622997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-10-11T14:14:38.633553] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USAC'.
[2025-10-11T14:14:38.634049] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-10-11T14:14:38.659908] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:38.660686] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-10-11T14:14:38.660744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:38.660779] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:38.660806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:38.660865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:38.678235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:38.678904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:38.678996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:38.679030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:38.722168] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:38.722373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:38.722418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:38.722449] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:38.726253] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-10-11T14:14:38.726550] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-10-11T14:14:38.726781] [INFO ] [sig       ] USAC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:38.871112] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/USAC.txt
[2025-10-11T14:14:38.871462] [INFO ] [sig       ] [1658/1823] Completed USAC in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 40.3s
[2025-10-11T14:14:38.871508] [INFO ] [sig       ] [1659/1823] Forecasting USB...
[2025-10-11T14:14:38.871540] [INFO ] [sig       ] Generating forecast for: USB
[2025-10-11T14:14:38.871575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-10-11T14:14:38.882099] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USB'.
[2025-10-11T14:14:38.882448] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-10-11T14:14:38.908845] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:38.909631] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-10-11T14:14:38.909712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:38.909751] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:38.909815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:38.909913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:38.928376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:38.929274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:38.929370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:38.929404] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:38.975099] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:38.975292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:38.975342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:38.975373] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:38.979755] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-10-11T14:14:38.980060] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-10-11T14:14:38.980257] [INFO ] [sig       ] USB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:39.126932] [INFO ] [LOCAL     ] Saved forecast: USB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/USB.txt
[2025-10-11T14:14:39.127361] [INFO ] [sig       ] [1659/1823] Completed USB in 0.3s | 4.09 sym/s | Total: 6.8m | ETA: 40.1s
[2025-10-11T14:14:39.127412] [INFO ] [sig       ] [1660/1823] Forecasting USFD...
[2025-10-11T14:14:39.127445] [INFO ] [sig       ] Generating forecast for: USFD
[2025-10-11T14:14:39.127479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-10-11T14:14:39.137900] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USFD'.
[2025-10-11T14:14:39.138292] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-10-11T14:14:39.163466] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:39.164225] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-10-11T14:14:39.164280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:39.164314] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:39.164341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:39.164399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:39.181178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:39.181764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:39.181850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:39.181883] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:39.226254] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:39.226370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:39.226428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:39.226482] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:39.230179] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2025-10-11T14:14:39.230532] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-10-11T14:14:39.230730] [INFO ] [sig       ] USFD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:39.373747] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/USFD.txt
[2025-10-11T14:14:39.374037] [INFO ] [sig       ] [1660/1823] Completed USFD in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 39.8s
[2025-10-11T14:14:39.374100] [INFO ] [sig       ] [1661/1823] Forecasting USNA...
[2025-10-11T14:14:39.374135] [INFO ] [sig       ] Generating forecast for: USNA
[2025-10-11T14:14:39.374188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'.
[2025-10-11T14:14:39.383985] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USNA'.
[2025-10-11T14:14:39.384362] [INFO ] [FORECASTER] Starting predict_future for USNA
[2025-10-11T14:14:39.411005] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:39.411737] [DEBUG] [LOCAL     ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt
[2025-10-11T14:14:39.411814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:39.411855] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:39.411885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:39.411944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:39.430380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:39.430971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:39.431072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:39.431127] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:39.461718] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:39.461841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:39.461893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:39.461956] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:39.465291] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-10-11T14:14:39.465560] [INFO ] [FORECASTER] Completed predict_future for USNA
[2025-10-11T14:14:39.465729] [INFO ] [sig       ] USNA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:39.617795] [INFO ] [LOCAL     ] Saved forecast: USNA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/USNA.txt
[2025-10-11T14:14:39.618095] [INFO ] [sig       ] [1661/1823] Completed USNA in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 39.6s
[2025-10-11T14:14:39.618140] [INFO ] [sig       ] [1662/1823] Forecasting USPH...
[2025-10-11T14:14:39.618173] [INFO ] [sig       ] Generating forecast for: USPH
[2025-10-11T14:14:39.618205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'.
[2025-10-11T14:14:39.627895] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'USPH'.
[2025-10-11T14:14:39.628228] [INFO ] [FORECASTER] Starting predict_future for USPH
[2025-10-11T14:14:39.653602] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:39.654427] [DEBUG] [LOCAL     ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt
[2025-10-11T14:14:39.654482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:39.654517] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:39.654545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:39.654604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:39.675270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:39.676168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:39.676258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:39.676293] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:39.711476] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:39.711572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:39.711608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:39.711636] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:39.715329] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: UP (p=51.36%)
[2025-10-11T14:14:39.715821] [INFO ] [FORECASTER] Completed predict_future for USPH
[2025-10-11T14:14:39.716034] [INFO ] [sig       ] USPH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:39.858638] [INFO ] [LOCAL     ] Saved forecast: USPH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/USPH.txt
[2025-10-11T14:14:39.858962] [INFO ] [sig       ] [1662/1823] Completed USPH in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 39.3s
[2025-10-11T14:14:39.859009] [INFO ] [sig       ] [1663/1823] Forecasting UTF...
[2025-10-11T14:14:39.859048] [INFO ] [sig       ] Generating forecast for: UTF
[2025-10-11T14:14:39.859131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-10-11T14:14:39.868587] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UTF'.
[2025-10-11T14:14:39.869149] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-10-11T14:14:39.894489] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:39.895239] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-10-11T14:14:39.895293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:39.895327] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:39.895355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:39.895412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:39.912205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:39.912777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:39.912857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:39.912891] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:39.947709] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:39.947831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:39.947870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:39.947899] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:39.951060] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-10-11T14:14:39.951319] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-10-11T14:14:39.951449] [INFO ] [sig       ] UTF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:40.091002] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UTF.txt
[2025-10-11T14:14:40.091283] [INFO ] [sig       ] [1663/1823] Completed UTF in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 39.1s
[2025-10-11T14:14:40.091328] [INFO ] [sig       ] [1664/1823] Forecasting UTI...
[2025-10-11T14:14:40.091359] [INFO ] [sig       ] Generating forecast for: UTI
[2025-10-11T14:14:40.091390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-10-11T14:14:40.100942] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UTI'.
[2025-10-11T14:14:40.101271] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-10-11T14:14:40.126966] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:40.127735] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-10-11T14:14:40.127794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:40.127829] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:40.127858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:40.127916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:40.145079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:40.145763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:40.145849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:40.145884] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:40.184876] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:40.185110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:40.185183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:40.185243] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:40.190393] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-10-11T14:14:40.190862] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-10-11T14:14:40.191054] [INFO ] [sig       ] UTI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:40.360904] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UTI.txt
[2025-10-11T14:14:40.361160] [INFO ] [sig       ] [1664/1823] Completed UTI in 0.3s | 4.09 sym/s | Total: 6.8m | ETA: 38.9s
[2025-10-11T14:14:40.361218] [INFO ] [sig       ] [1665/1823] Forecasting UTL...
[2025-10-11T14:14:40.361252] [INFO ] [sig       ] Generating forecast for: UTL
[2025-10-11T14:14:40.361285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-10-11T14:14:40.370357] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UTL'.
[2025-10-11T14:14:40.370685] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-10-11T14:14:40.396303] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:40.397071] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-10-11T14:14:40.397127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:40.397162] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:40.397191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:40.397249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:40.414238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:40.414970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:40.415055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:40.415088] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:40.458950] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:40.459101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:40.459170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:40.459208] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:40.462631] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-10-11T14:14:40.462928] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-10-11T14:14:40.463062] [INFO ] [sig       ] UTL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:40.601784] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UTL.txt
[2025-10-11T14:14:40.602018] [INFO ] [sig       ] [1665/1823] Completed UTL in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 38.6s
[2025-10-11T14:14:40.602062] [INFO ] [sig       ] [1666/1823] Forecasting UTZ...
[2025-10-11T14:14:40.602092] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-10-11T14:14:40.602122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-10-11T14:14:40.611472] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UTZ'.
[2025-10-11T14:14:40.611780] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-10-11T14:14:40.636281] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:40.637040] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-10-11T14:14:40.637128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:40.637169] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:40.637197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:40.637254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:40.654050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:40.654623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:40.654732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:40.654773] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:40.690381] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:40.690514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:40.690556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:40.690586] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:40.693919] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-10-11T14:14:40.694190] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-10-11T14:14:40.694322] [INFO ] [sig       ] UTZ: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:40.833769] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UTZ.txt
[2025-10-11T14:14:40.834008] [INFO ] [sig       ] [1666/1823] Completed UTZ in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 38.4s
[2025-10-11T14:14:40.834053] [INFO ] [sig       ] [1667/1823] Forecasting UVE...
[2025-10-11T14:14:40.834086] [INFO ] [sig       ] Generating forecast for: UVE
[2025-10-11T14:14:40.834118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-10-11T14:14:40.842947] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UVE'.
[2025-10-11T14:14:40.843258] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-10-11T14:14:40.868000] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:40.868732] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-10-11T14:14:40.868787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:40.868820] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:40.868847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:40.868903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:40.885499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:40.886073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:40.886154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:40.886187] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:40.920263] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:40.920387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:40.920427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:40.920456] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:40.923688] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-10-11T14:14:40.923950] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-10-11T14:14:40.924080] [INFO ] [sig       ] UVE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:41.068889] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UVE.txt
[2025-10-11T14:14:41.069164] [INFO ] [sig       ] [1667/1823] Completed UVE in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 38.1s
[2025-10-11T14:14:41.069243] [INFO ] [sig       ] [1668/1823] Forecasting UVV...
[2025-10-11T14:14:41.069292] [INFO ] [sig       ] Generating forecast for: UVV
[2025-10-11T14:14:41.069328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'.
[2025-10-11T14:14:41.079129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UVV'.
[2025-10-11T14:14:41.079484] [INFO ] [FORECASTER] Starting predict_future for UVV
[2025-10-11T14:14:41.105145] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:41.105966] [DEBUG] [LOCAL     ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt
[2025-10-11T14:14:41.106022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:41.106055] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:41.106083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:41.106139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:41.124874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:41.125502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:41.125598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:41.125676] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:41.160213] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:41.160372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:41.160415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:41.160445] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:41.164059] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-10-11T14:14:41.164333] [INFO ] [FORECASTER] Completed predict_future for UVV
[2025-10-11T14:14:41.164465] [INFO ] [sig       ] UVV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:41.335448] [INFO ] [LOCAL     ] Saved forecast: UVV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UVV.txt
[2025-10-11T14:14:41.335805] [INFO ] [sig       ] [1668/1823] Completed UVV in 0.3s | 4.09 sym/s | Total: 6.8m | ETA: 37.9s
[2025-10-11T14:14:41.335881] [INFO ] [sig       ] [1669/1823] Forecasting UWMC...
[2025-10-11T14:14:41.335924] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-10-11T14:14:41.335967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-10-11T14:14:41.344869] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UWMC'.
[2025-10-11T14:14:41.345202] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-10-11T14:14:41.370554] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:41.371328] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-10-11T14:14:41.371383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:41.371416] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:41.371446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:41.371503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:41.388262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:41.388841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:41.388956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:41.388995] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:41.425027] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:41.425181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:41.425225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:41.425259] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:41.429155] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-10-11T14:14:41.429456] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-10-11T14:14:41.429602] [INFO ] [sig       ] UWMC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:41.571193] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UWMC.txt
[2025-10-11T14:14:41.571437] [INFO ] [sig       ] [1669/1823] Completed UWMC in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 37.6s
[2025-10-11T14:14:41.571481] [INFO ] [sig       ] [1670/1823] Forecasting UZD...
[2025-10-11T14:14:41.571521] [INFO ] [sig       ] Generating forecast for: UZD
[2025-10-11T14:14:41.571554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'.
[2025-10-11T14:14:41.580035] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UZD'.
[2025-10-11T14:14:41.580332] [INFO ] [FORECASTER] Starting predict_future for UZD
[2025-10-11T14:14:41.605115] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:41.605866] [DEBUG] [LOCAL     ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt
[2025-10-11T14:14:41.605921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:41.605955] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:41.605983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:41.606040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:41.624475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:41.625259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:41.625351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:41.625387] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:41.662578] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:41.662734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:41.662784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:41.662814] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:41.666633] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-10-11T14:14:41.666931] [INFO ] [FORECASTER] Completed predict_future for UZD
[2025-10-11T14:14:41.667071] [INFO ] [sig       ] UZD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:41.820078] [INFO ] [LOCAL     ] Saved forecast: UZD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UZD.txt
[2025-10-11T14:14:41.820373] [INFO ] [sig       ] [1670/1823] Completed UZD in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 37.4s
[2025-10-11T14:14:41.820434] [INFO ] [sig       ] [1671/1823] Forecasting UZE...
[2025-10-11T14:14:41.820468] [INFO ] [sig       ] Generating forecast for: UZE
[2025-10-11T14:14:41.820500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-10-11T14:14:41.830494] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UZE'.
[2025-10-11T14:14:41.830911] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-10-11T14:14:41.856515] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:41.857341] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-10-11T14:14:41.857396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:41.857430] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:41.857458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:41.857515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:41.875396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:41.876172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:41.876261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:41.876294] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:41.910076] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:41.910213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:41.910252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:41.910281] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:41.913536] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-10-11T14:14:41.913849] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-10-11T14:14:41.913984] [INFO ] [sig       ] UZE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:42.053091] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/UZE.txt
[2025-10-11T14:14:42.053315] [INFO ] [sig       ] [1671/1823] Completed UZE in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 37.1s
[2025-10-11T14:14:42.053359] [INFO ] [sig       ] [1672/1823] Forecasting UZF...
[2025-10-11T14:14:42.053389] [INFO ] [sig       ] Generating forecast for: UZF
[2025-10-11T14:14:42.053420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZF' from 'https://tdm.silogroup.org/data/derivative_storage/UZF.csv'.
[2025-10-11T14:14:42.063272] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UZF'.
[2025-10-11T14:14:42.063615] [INFO ] [FORECASTER] Starting predict_future for UZF
[2025-10-11T14:14:42.088246] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:42.088965] [DEBUG] [LOCAL     ] No optimal features file found for UZF: ./output/feature-sets/UZF.txt
[2025-10-11T14:14:42.089018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:42.089051] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:42.089078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:42.089133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:42.105883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:42.106397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:42.106474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:42.106507] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:42.140849] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:42.140934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:42.140970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:42.140998] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:42.146477] [DEBUG] [FORECASTER] UZF: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-10-11T14:14:42.146796] [INFO ] [FORECASTER] Completed predict_future for UZF
[2025-10-11T14:14:42.146930] [INFO ] [sig       ] UZF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:42.286024] [INFO ] [LOCAL     ] Saved forecast: UZF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/UZF.txt
[2025-10-11T14:14:42.286227] [INFO ] [sig       ] [1672/1823] Completed UZF in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 36.9s
[2025-10-11T14:14:42.286268] [INFO ] [sig       ] [1673/1823] Forecasting V...
[2025-10-11T14:14:42.286299] [INFO ] [sig       ] Generating forecast for: V
[2025-10-11T14:14:42.286330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'.
[2025-10-11T14:14:42.295041] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'V'.
[2025-10-11T14:14:42.295289] [INFO ] [FORECASTER] Starting predict_future for V
[2025-10-11T14:14:42.321323] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:42.322198] [DEBUG] [LOCAL     ] No optimal features file found for V: ./output/feature-sets/V.txt
[2025-10-11T14:14:42.322252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:42.322286] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:42.322314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:42.322371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:42.339312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:42.339904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:42.340007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:42.340042] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:42.376920] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:42.377040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:42.377080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:42.377109] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:42.380365] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-10-11T14:14:42.380628] [INFO ] [FORECASTER] Completed predict_future for V
[2025-10-11T14:14:42.380804] [INFO ] [sig       ] V: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:42.522192] [INFO ] [LOCAL     ] Saved forecast: V	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/V.txt
[2025-10-11T14:14:42.522410] [INFO ] [sig       ] [1673/1823] Completed V in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 36.7s
[2025-10-11T14:14:42.522454] [INFO ] [sig       ] [1674/1823] Forecasting VAC...
[2025-10-11T14:14:42.522485] [INFO ] [sig       ] Generating forecast for: VAC
[2025-10-11T14:14:42.522517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-10-11T14:14:42.531390] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VAC'.
[2025-10-11T14:14:42.531797] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-10-11T14:14:42.562153] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:42.563238] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-10-11T14:14:42.563299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:42.563343] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:42.563398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:42.563463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:42.581166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:42.581810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:42.581905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:42.581959] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:42.619434] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:42.619545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:42.619586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:42.619617] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:42.622911] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: DOWN (p=19.37%)
[2025-10-11T14:14:42.623170] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-10-11T14:14:42.623302] [INFO ] [sig       ] VAC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:42.764122] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VAC.txt
[2025-10-11T14:14:42.764340] [INFO ] [sig       ] [1674/1823] Completed VAC in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 36.4s
[2025-10-11T14:14:42.764406] [INFO ] [sig       ] [1675/1823] Forecasting VAL...
[2025-10-11T14:14:42.764442] [INFO ] [sig       ] Generating forecast for: VAL
[2025-10-11T14:14:42.764474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-10-11T14:14:42.773623] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VAL'.
[2025-10-11T14:14:42.773925] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-10-11T14:14:42.798998] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:42.799710] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-10-11T14:14:42.799785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:42.799823] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:42.799852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:42.799908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:42.817044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:42.817575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:42.817672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:42.817726] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:42.853790] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:42.853942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:42.853983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:42.854012] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:42.857397] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-10-11T14:14:42.857683] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-10-11T14:14:42.857853] [INFO ] [sig       ] VAL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:43.000024] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VAL.txt
[2025-10-11T14:14:43.000233] [INFO ] [sig       ] [1675/1823] Completed VAL in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 36.2s
[2025-10-11T14:14:43.000316] [INFO ] [sig       ] [1676/1823] Forecasting VALE...
[2025-10-11T14:14:43.000356] [INFO ] [sig       ] Generating forecast for: VALE
[2025-10-11T14:14:43.000389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-10-11T14:14:43.011952] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VALE'.
[2025-10-11T14:14:43.012369] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-10-11T14:14:43.046317] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:43.047131] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-10-11T14:14:43.047187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:43.047221] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:43.047249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:43.047305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:43.063957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:43.064478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:43.064557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:43.064590] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:43.098153] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:43.098243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:43.098279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:43.098307] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:43.101306] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=20.90%)
[2025-10-11T14:14:43.101556] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-10-11T14:14:43.101707] [INFO ] [sig       ] VALE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:43.239723] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VALE.txt
[2025-10-11T14:14:43.239947] [INFO ] [sig       ] [1676/1823] Completed VALE in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 35.9s
[2025-10-11T14:14:43.239990] [INFO ] [sig       ] [1677/1823] Forecasting VATE...
[2025-10-11T14:14:43.240021] [INFO ] [sig       ] Generating forecast for: VATE
[2025-10-11T14:14:43.240061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'.
[2025-10-11T14:14:43.248803] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VATE'.
[2025-10-11T14:14:43.249127] [INFO ] [FORECASTER] Starting predict_future for VATE
[2025-10-11T14:14:43.273756] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:43.274433] [DEBUG] [LOCAL     ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt
[2025-10-11T14:14:43.274486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:43.274519] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:43.274548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:43.274605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:43.292853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:43.293761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:43.293850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:43.293887] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:43.327966] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:43.328143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:43.328202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:43.328249] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:43.333395] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-10-11T14:14:43.333825] [INFO ] [FORECASTER] Completed predict_future for VATE
[2025-10-11T14:14:43.334021] [INFO ] [sig       ] VATE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:43.479025] [INFO ] [LOCAL     ] Saved forecast: VATE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VATE.txt
[2025-10-11T14:14:43.479256] [INFO ] [sig       ] [1677/1823] Completed VATE in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 35.7s
[2025-10-11T14:14:43.479298] [INFO ] [sig       ] [1678/1823] Forecasting VBF...
[2025-10-11T14:14:43.479328] [INFO ] [sig       ] Generating forecast for: VBF
[2025-10-11T14:14:43.479360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-10-11T14:14:43.487984] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VBF'.
[2025-10-11T14:14:43.488265] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-10-11T14:14:43.517378] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:43.518166] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-10-11T14:14:43.518220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:43.518255] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:43.518283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:43.518339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:43.535115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:43.535749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:43.535835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:43.535868] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:43.569504] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:43.569622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:43.569695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:43.569739] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:43.572983] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-10-11T14:14:43.573259] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-10-11T14:14:43.573392] [INFO ] [sig       ] VBF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:43.713400] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VBF.txt
[2025-10-11T14:14:43.713677] [INFO ] [sig       ] [1678/1823] Completed VBF in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 35.4s
[2025-10-11T14:14:43.713740] [INFO ] [sig       ] [1679/1823] Forecasting VCV...
[2025-10-11T14:14:43.713774] [INFO ] [sig       ] Generating forecast for: VCV
[2025-10-11T14:14:43.713813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'.
[2025-10-11T14:14:43.722549] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VCV'.
[2025-10-11T14:14:43.722855] [INFO ] [FORECASTER] Starting predict_future for VCV
[2025-10-11T14:14:43.747390] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:43.748121] [DEBUG] [LOCAL     ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt
[2025-10-11T14:14:43.748175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:43.748208] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:43.748236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:43.748294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:43.765119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:43.765727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:43.765811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:43.765845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:43.802171] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:43.802298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:43.802337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:43.802366] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:43.805631] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-10-11T14:14:43.805928] [INFO ] [FORECASTER] Completed predict_future for VCV
[2025-10-11T14:14:43.806061] [INFO ] [sig       ] VCV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:43.947749] [INFO ] [LOCAL     ] Saved forecast: VCV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VCV.txt
[2025-10-11T14:14:43.947987] [INFO ] [sig       ] [1679/1823] Completed VCV in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 35.2s
[2025-10-11T14:14:43.948033] [INFO ] [sig       ] [1680/1823] Forecasting VEEV...
[2025-10-11T14:14:43.948064] [INFO ] [sig       ] Generating forecast for: VEEV
[2025-10-11T14:14:43.948096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'.
[2025-10-11T14:14:43.957400] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VEEV'.
[2025-10-11T14:14:43.957748] [INFO ] [FORECASTER] Starting predict_future for VEEV
[2025-10-11T14:14:43.982481] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:43.983173] [DEBUG] [LOCAL     ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt
[2025-10-11T14:14:43.983227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:43.983260] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:43.983287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:43.983344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:44.000104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:44.000624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:44.000743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:44.000784] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:44.036211] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:44.036291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:44.036326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:44.036355] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:44.039421] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=44.04%)
[2025-10-11T14:14:44.039695] [INFO ] [FORECASTER] Completed predict_future for VEEV
[2025-10-11T14:14:44.039838] [INFO ] [sig       ] VEEV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:44.186104] [INFO ] [LOCAL     ] Saved forecast: VEEV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VEEV.txt
[2025-10-11T14:14:44.186357] [INFO ] [sig       ] [1680/1823] Completed VEEV in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 34.9s
[2025-10-11T14:14:44.186402] [INFO ] [sig       ] [1681/1823] Forecasting VEL...
[2025-10-11T14:14:44.186432] [INFO ] [sig       ] Generating forecast for: VEL
[2025-10-11T14:14:44.186464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-10-11T14:14:44.197389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VEL'.
[2025-10-11T14:14:44.197851] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-10-11T14:14:44.226665] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:44.227422] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-10-11T14:14:44.227476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:44.227510] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:44.227537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:44.227596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:44.244217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:44.244781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:44.244864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:44.244897] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:44.282515] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:44.282736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:44.282811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:44.282867] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:44.286835] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=22.98%)
[2025-10-11T14:14:44.287165] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-10-11T14:14:44.287325] [INFO ] [sig       ] VEL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:44.440638] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VEL.txt
[2025-10-11T14:14:44.440911] [INFO ] [sig       ] [1681/1823] Completed VEL in 0.3s | 4.09 sym/s | Total: 6.8m | ETA: 34.7s
[2025-10-11T14:14:44.440955] [INFO ] [sig       ] [1682/1823] Forecasting VET...
[2025-10-11T14:14:44.440985] [INFO ] [sig       ] Generating forecast for: VET
[2025-10-11T14:14:44.441016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'.
[2025-10-11T14:14:44.454142] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VET'.
[2025-10-11T14:14:44.454689] [INFO ] [FORECASTER] Starting predict_future for VET
[2025-10-11T14:14:44.482524] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:44.483347] [DEBUG] [LOCAL     ] No optimal features file found for VET: ./output/feature-sets/VET.txt
[2025-10-11T14:14:44.483421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:44.483460] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:44.483488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:44.483597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:44.500596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:44.501350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:44.501451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:44.501505] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:44.535814] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:44.536019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:44.536082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:44.536117] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:44.539725] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=30.74%)
[2025-10-11T14:14:44.540010] [INFO ] [FORECASTER] Completed predict_future for VET
[2025-10-11T14:14:44.540171] [INFO ] [sig       ] VET: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:44.679947] [INFO ] [LOCAL     ] Saved forecast: VET	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VET.txt
[2025-10-11T14:14:44.680181] [INFO ] [sig       ] [1682/1823] Completed VET in 0.2s | 4.09 sym/s | Total: 6.8m | ETA: 34.5s
[2025-10-11T14:14:44.680262] [INFO ] [sig       ] [1683/1823] Forecasting VFC...
[2025-10-11T14:14:44.680326] [INFO ] [sig       ] Generating forecast for: VFC
[2025-10-11T14:14:44.680385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-10-11T14:14:44.690224] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VFC'.
[2025-10-11T14:14:44.690489] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-10-11T14:14:44.714794] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:44.715461] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-10-11T14:14:44.715514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:44.715546] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:44.715574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:44.715630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:44.732276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:44.732877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:44.732958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:44.732991] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:44.769415] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:44.769574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:44.769616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:44.769673] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:44.773049] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2025-10-11T14:14:44.773322] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-10-11T14:14:44.773455] [INFO ] [sig       ] VFC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:44.914967] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VFC.txt
[2025-10-11T14:14:44.915182] [INFO ] [sig       ] [1683/1823] Completed VFC in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 34.2s
[2025-10-11T14:14:44.915226] [INFO ] [sig       ] [1684/1823] Forecasting VGI...
[2025-10-11T14:14:44.915257] [INFO ] [sig       ] Generating forecast for: VGI
[2025-10-11T14:14:44.915296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-10-11T14:14:44.923550] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VGI'.
[2025-10-11T14:14:44.923834] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-10-11T14:14:44.948363] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:44.949052] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-10-11T14:14:44.949105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:44.949139] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:44.949167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:44.949223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:44.965988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:44.966508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:44.966607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:44.966688] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:45.001158] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:45.001232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:45.001266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:45.001295] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:45.004211] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-10-11T14:14:45.004451] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-10-11T14:14:45.004584] [INFO ] [sig       ] VGI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:45.142708] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VGI.txt
[2025-10-11T14:14:45.142909] [INFO ] [sig       ] [1684/1823] Completed VGI in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 34.0s
[2025-10-11T14:14:45.142952] [INFO ] [sig       ] [1685/1823] Forecasting VGM...
[2025-10-11T14:14:45.142983] [INFO ] [sig       ] Generating forecast for: VGM
[2025-10-11T14:14:45.143015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-10-11T14:14:45.151772] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VGM'.
[2025-10-11T14:14:45.152024] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-10-11T14:14:45.176467] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:45.177180] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-10-11T14:14:45.177233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:45.177265] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:45.177293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:45.177350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:45.194026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:45.194555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:45.194633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:45.194703] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:45.233883] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:45.234016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:45.234093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:45.234124] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:45.239747] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-10-11T14:14:45.240068] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-10-11T14:14:45.240206] [INFO ] [sig       ] VGM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:45.379019] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VGM.txt
[2025-10-11T14:14:45.379295] [INFO ] [sig       ] [1685/1823] Completed VGM in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 33.7s
[2025-10-11T14:14:45.379355] [INFO ] [sig       ] [1686/1823] Forecasting VHI...
[2025-10-11T14:14:45.379389] [INFO ] [sig       ] Generating forecast for: VHI
[2025-10-11T14:14:45.379421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VHI' from 'https://tdm.silogroup.org/data/derivative_storage/VHI.csv'.
[2025-10-11T14:14:45.388482] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VHI'.
[2025-10-11T14:14:45.388747] [INFO ] [FORECASTER] Starting predict_future for VHI
[2025-10-11T14:14:45.413517] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:45.414242] [DEBUG] [LOCAL     ] No optimal features file found for VHI: ./output/feature-sets/VHI.txt
[2025-10-11T14:14:45.414301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:45.414336] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:45.414365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:45.414430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:45.431175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:45.431717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:45.431798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:45.431831] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:45.466065] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:45.466139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:45.466174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:45.466201] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:45.469168] [DEBUG] [FORECASTER] VHI: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-10-11T14:14:45.469410] [INFO ] [FORECASTER] Completed predict_future for VHI
[2025-10-11T14:14:45.469533] [INFO ] [sig       ] VHI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:45.607290] [INFO ] [LOCAL     ] Saved forecast: VHI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VHI.txt
[2025-10-11T14:14:45.607503] [INFO ] [sig       ] [1686/1823] Completed VHI in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 33.5s
[2025-10-11T14:14:45.607545] [INFO ] [sig       ] [1687/1823] Forecasting VICI...
[2025-10-11T14:14:45.607577] [INFO ] [sig       ] Generating forecast for: VICI
[2025-10-11T14:14:45.607608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-10-11T14:14:45.618399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VICI'.
[2025-10-11T14:14:45.618746] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-10-11T14:14:45.644525] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:45.645235] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-10-11T14:14:45.645290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:45.645324] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:45.645351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:45.645408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:45.662990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:45.663629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:45.663741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:45.663795] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:45.695337] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:45.695466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:45.695504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:45.695534] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:45.698958] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=52.38%)
[2025-10-11T14:14:45.699226] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-10-11T14:14:45.699361] [INFO ] [sig       ] VICI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:45.846297] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VICI.txt
[2025-10-11T14:14:45.846531] [INFO ] [sig       ] [1687/1823] Completed VICI in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 33.2s
[2025-10-11T14:14:45.846602] [INFO ] [sig       ] [1688/1823] Forecasting VIK...
[2025-10-11T14:14:45.846678] [INFO ] [sig       ] Generating forecast for: VIK
[2025-10-11T14:14:45.846730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIK' from 'https://tdm.silogroup.org/data/derivative_storage/VIK.csv'.
[2025-10-11T14:14:45.856224] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIK'.
[2025-10-11T14:14:45.856513] [INFO ] [FORECASTER] Starting predict_future for VIK
[2025-10-11T14:14:45.881835] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:45.882501] [DEBUG] [LOCAL     ] No optimal features file found for VIK: ./output/feature-sets/VIK.txt
[2025-10-11T14:14:45.882555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:45.882588] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:45.882616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:45.882696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:45.899522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:45.900095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:45.900178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:45.900211] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:45.932579] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:45.932683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:45.932734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:45.932764] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:45.935756] [DEBUG] [FORECASTER] VIK: Forecast T+1@11:T+2@11: UP (p=78.84%)
[2025-10-11T14:14:45.936006] [INFO ] [FORECASTER] Completed predict_future for VIK
[2025-10-11T14:14:45.936131] [INFO ] [sig       ] VIK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:46.078388] [INFO ] [LOCAL     ] Saved forecast: VIK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VIK.txt
[2025-10-11T14:14:46.078695] [INFO ] [sig       ] [1688/1823] Completed VIK in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 33.0s
[2025-10-11T14:14:46.078758] [INFO ] [sig       ] [1689/1823] Forecasting VIPS...
[2025-10-11T14:14:46.078792] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-10-11T14:14:46.078855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-10-11T14:14:46.088198] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIPS'.
[2025-10-11T14:14:46.088502] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-10-11T14:14:46.113614] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:46.114327] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-10-11T14:14:46.114397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:46.114431] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:46.114459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:46.114516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:46.131352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:46.131940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:46.132020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:46.132053] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:46.165867] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:46.165983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:46.166022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:46.166051] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:46.169245] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-10-11T14:14:46.169503] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-10-11T14:14:46.169631] [INFO ] [sig       ] VIPS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:46.308885] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VIPS.txt
[2025-10-11T14:14:46.309094] [INFO ] [sig       ] [1689/1823] Completed VIPS in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 32.7s
[2025-10-11T14:14:46.309136] [INFO ] [sig       ] [1690/1823] Forecasting VIRT...
[2025-10-11T14:14:46.309167] [INFO ] [sig       ] Generating forecast for: VIRT
[2025-10-11T14:14:46.309198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'.
[2025-10-11T14:14:46.317611] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIRT'.
[2025-10-11T14:14:46.317933] [INFO ] [FORECASTER] Starting predict_future for VIRT
[2025-10-11T14:14:46.342356] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:46.343089] [DEBUG] [LOCAL     ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt
[2025-10-11T14:14:46.343143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:46.343177] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:46.343204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:46.343261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:46.360258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:46.360822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:46.360905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:46.360938] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:46.396068] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:46.396223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:46.396265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:46.396295] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:46.399743] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-10-11T14:14:46.400011] [INFO ] [FORECASTER] Completed predict_future for VIRT
[2025-10-11T14:14:46.400142] [INFO ] [sig       ] VIRT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:46.539227] [INFO ] [LOCAL     ] Saved forecast: VIRT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VIRT.txt
[2025-10-11T14:14:46.539435] [INFO ] [sig       ] [1690/1823] Completed VIRT in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 32.5s
[2025-10-11T14:14:46.539477] [INFO ] [sig       ] [1691/1823] Forecasting VIST...
[2025-10-11T14:14:46.539507] [INFO ] [sig       ] Generating forecast for: VIST
[2025-10-11T14:14:46.539546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'.
[2025-10-11T14:14:46.547896] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIST'.
[2025-10-11T14:14:46.548167] [INFO ] [FORECASTER] Starting predict_future for VIST
[2025-10-11T14:14:46.572682] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:46.573361] [DEBUG] [LOCAL     ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt
[2025-10-11T14:14:46.573415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:46.573448] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:46.573476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:46.573533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:46.591055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:46.591609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:46.591716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:46.591761] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:46.625467] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:46.625576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:46.625613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:46.625666] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:46.628858] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-10-11T14:14:46.629115] [INFO ] [FORECASTER] Completed predict_future for VIST
[2025-10-11T14:14:46.629240] [INFO ] [sig       ] VIST: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:46.769427] [INFO ] [LOCAL     ] Saved forecast: VIST	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VIST.txt
[2025-10-11T14:14:46.769636] [INFO ] [sig       ] [1691/1823] Completed VIST in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 32.2s
[2025-10-11T14:14:46.769717] [INFO ] [sig       ] [1692/1823] Forecasting VIV...
[2025-10-11T14:14:46.769755] [INFO ] [sig       ] Generating forecast for: VIV
[2025-10-11T14:14:46.769788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'.
[2025-10-11T14:14:46.781728] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VIV'.
[2025-10-11T14:14:46.782410] [INFO ] [FORECASTER] Starting predict_future for VIV
[2025-10-11T14:14:46.809357] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:46.810180] [DEBUG] [LOCAL     ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt
[2025-10-11T14:14:46.810239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:46.810274] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:46.810303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:46.810361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:46.828700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:46.829380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:46.829505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:46.829559] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:46.870970] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:46.871212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:46.871271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:46.871303] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:46.875446] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-10-11T14:14:46.875846] [INFO ] [FORECASTER] Completed predict_future for VIV
[2025-10-11T14:14:46.876083] [INFO ] [sig       ] VIV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:47.017517] [INFO ] [LOCAL     ] Saved forecast: VIV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VIV.txt
[2025-10-11T14:14:47.017824] [INFO ] [sig       ] [1692/1823] Completed VIV in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 32.0s
[2025-10-11T14:14:47.017886] [INFO ] [sig       ] [1693/1823] Forecasting VKQ...
[2025-10-11T14:14:47.017924] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-10-11T14:14:47.017957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-10-11T14:14:47.027572] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VKQ'.
[2025-10-11T14:14:47.027868] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-10-11T14:14:47.052546] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:47.053227] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-10-11T14:14:47.053280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:47.053314] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:47.053341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:47.053398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:47.070760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:47.071305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:47.071384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:47.071417] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:47.107949] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:47.108042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:47.108080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:47.108108] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:47.111207] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=33.62%)
[2025-10-11T14:14:47.111455] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-10-11T14:14:47.111587] [INFO ] [sig       ] VKQ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:47.254618] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VKQ.txt
[2025-10-11T14:14:47.254968] [INFO ] [sig       ] [1693/1823] Completed VKQ in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 31.8s
[2025-10-11T14:14:47.255017] [INFO ] [sig       ] [1694/1823] Forecasting VLN...
[2025-10-11T14:14:47.255048] [INFO ] [sig       ] Generating forecast for: VLN
[2025-10-11T14:14:47.255082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-10-11T14:14:47.264669] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLN'.
[2025-10-11T14:14:47.265023] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-10-11T14:14:47.291167] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:47.291929] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-10-11T14:14:47.291985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:47.292019] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:47.292049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:47.292109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:47.310421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:47.311039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:47.311124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:47.311177] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:47.345099] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:47.345189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:47.345227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:47.345257] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:47.348443] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-10-11T14:14:47.348740] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-10-11T14:14:47.348881] [INFO ] [sig       ] VLN: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:47.499054] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VLN.txt
[2025-10-11T14:14:47.499288] [INFO ] [sig       ] [1694/1823] Completed VLN in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 31.5s
[2025-10-11T14:14:47.499331] [INFO ] [sig       ] [1695/1823] Forecasting VLO...
[2025-10-11T14:14:47.499361] [INFO ] [sig       ] Generating forecast for: VLO
[2025-10-11T14:14:47.499393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-10-11T14:14:47.508066] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLO'.
[2025-10-11T14:14:47.508358] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-10-11T14:14:47.533544] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:47.534233] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-10-11T14:14:47.534287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:47.534320] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:47.534393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:47.534461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:47.551972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:47.552525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:47.552606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:47.552690] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:47.587592] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:47.587720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:47.587769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:47.587801] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:47.590900] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-10-11T14:14:47.591222] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-10-11T14:14:47.591362] [INFO ] [sig       ] VLO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:47.736907] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VLO.txt
[2025-10-11T14:14:47.737115] [INFO ] [sig       ] [1695/1823] Completed VLO in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 31.3s
[2025-10-11T14:14:47.737159] [INFO ] [sig       ] [1696/1823] Forecasting VLRS...
[2025-10-11T14:14:47.737190] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-10-11T14:14:47.737223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-10-11T14:14:47.745434] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLRS'.
[2025-10-11T14:14:47.745728] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-10-11T14:14:47.770231] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:47.770950] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-10-11T14:14:47.771019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:47.771054] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:47.771081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:47.771137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:47.788093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:47.788635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:47.788739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:47.788775] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:47.822832] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:47.822923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:47.822959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:47.822988] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:47.825999] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-10-11T14:14:47.826247] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-10-11T14:14:47.826369] [INFO ] [sig       ] VLRS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:47.967002] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VLRS.txt
[2025-10-11T14:14:47.967240] [INFO ] [sig       ] [1696/1823] Completed VLRS in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 31.0s
[2025-10-11T14:14:47.967287] [INFO ] [sig       ] [1697/1823] Forecasting VLT...
[2025-10-11T14:14:47.967318] [INFO ] [sig       ] Generating forecast for: VLT
[2025-10-11T14:14:47.967349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'.
[2025-10-11T14:14:47.975611] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLT'.
[2025-10-11T14:14:47.975898] [INFO ] [FORECASTER] Starting predict_future for VLT
[2025-10-11T14:14:48.000537] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:48.001251] [DEBUG] [LOCAL     ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt
[2025-10-11T14:14:48.001305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:48.001337] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:48.001365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:48.001421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:48.018630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:48.019272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:48.019353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:48.019386] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:48.049488] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:48.049577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:48.049615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:48.049665] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:48.052735] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-10-11T14:14:48.052986] [INFO ] [FORECASTER] Completed predict_future for VLT
[2025-10-11T14:14:48.053109] [INFO ] [sig       ] VLT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:48.198001] [INFO ] [LOCAL     ] Saved forecast: VLT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VLT.txt
[2025-10-11T14:14:48.198244] [INFO ] [sig       ] [1697/1823] Completed VLT in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 30.8s
[2025-10-11T14:14:48.198306] [INFO ] [sig       ] [1698/1823] Forecasting VLTO...
[2025-10-11T14:14:48.198339] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-10-11T14:14:48.198372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-10-11T14:14:48.207220] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VLTO'.
[2025-10-11T14:14:48.207506] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-10-11T14:14:48.232444] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:48.233145] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-10-11T14:14:48.233198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:48.233234] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:48.233292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:48.233366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:48.250235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:48.250794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:48.250874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:48.250907] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:48.289543] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:48.290017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:48.290063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:48.290093] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:48.293798] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=81.55%)
[2025-10-11T14:14:48.294055] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-10-11T14:14:48.294188] [INFO ] [sig       ] VLTO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:48.434718] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VLTO.txt
[2025-10-11T14:14:48.434952] [INFO ] [sig       ] [1698/1823] Completed VLTO in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 30.5s
[2025-10-11T14:14:48.434997] [INFO ] [sig       ] [1699/1823] Forecasting VMC...
[2025-10-11T14:14:48.435027] [INFO ] [sig       ] Generating forecast for: VMC
[2025-10-11T14:14:48.435060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'.
[2025-10-11T14:14:48.445840] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VMC'.
[2025-10-11T14:14:48.446302] [INFO ] [FORECASTER] Starting predict_future for VMC
[2025-10-11T14:14:48.474246] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:48.475209] [DEBUG] [LOCAL     ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt
[2025-10-11T14:14:48.475268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:48.475323] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:48.475377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:48.475441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:48.493770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:48.494410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:48.494505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:48.494540] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:48.541581] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:48.541836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:48.541891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:48.541925] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:48.545945] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: DOWN (p=15.41%)
[2025-10-11T14:14:48.546257] [INFO ] [FORECASTER] Completed predict_future for VMC
[2025-10-11T14:14:48.546452] [INFO ] [sig       ] VMC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:48.699133] [INFO ] [LOCAL     ] Saved forecast: VMC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VMC.txt
[2025-10-11T14:14:48.699542] [INFO ] [sig       ] [1699/1823] Completed VMC in 0.3s | 4.09 sym/s | Total: 6.9m | ETA: 30.3s
[2025-10-11T14:14:48.699592] [INFO ] [sig       ] [1700/1823] Forecasting VMI...
[2025-10-11T14:14:48.699624] [INFO ] [sig       ] Generating forecast for: VMI
[2025-10-11T14:14:48.699693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-10-11T14:14:48.711734] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'VMI'.
[2025-10-11T14:14:48.712124] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-10-11T14:14:48.737133] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:48.737915] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-10-11T14:14:48.737970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:48.738006] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:48.738033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:48.738091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:48.755114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:48.755669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:48.755754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:48.755789] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:48.795085] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:48.795212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:48.795250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:48.795278] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:48.798474] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-10-11T14:14:48.798780] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-10-11T14:14:48.798933] [INFO ] [sig       ] VMI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:48.939958] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VMI.txt
[2025-10-11T14:14:48.940212] [INFO ] [sig       ] [1700/1823] Completed VMI in 0.2s | 4.09 sym/s | Total: 6.9m | ETA: 30.0s
[2025-10-11T14:14:48.940254] [INFO ] [sig       ] [1701/1823] Forecasting VMO...
[2025-10-11T14:14:48.940283] [INFO ] [sig       ] Generating forecast for: VMO
[2025-10-11T14:14:48.940321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-10-11T14:14:48.951509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VMO'.
[2025-10-11T14:14:48.952078] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-10-11T14:14:48.981447] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:48.982309] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-10-11T14:14:48.982365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:48.982402] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:48.982431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:48.982491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:49.000777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:49.001487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:49.001586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:49.001676] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:49.050689] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:49.050923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:49.050970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:49.051001] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:49.054990] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-10-11T14:14:49.055285] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-10-11T14:14:49.055453] [INFO ] [sig       ] VMO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:49.209711] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VMO.txt
[2025-10-11T14:14:49.210054] [INFO ] [sig       ] [1701/1823] Completed VMO in 0.3s | 4.09 sym/s | Total: 6.9m | ETA: 29.8s
[2025-10-11T14:14:49.210102] [INFO ] [sig       ] [1702/1823] Forecasting VNCE...
[2025-10-11T14:14:49.210136] [INFO ] [sig       ] Generating forecast for: VNCE
[2025-10-11T14:14:49.210170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNCE' from 'https://tdm.silogroup.org/data/derivative_storage/VNCE.csv'.
[2025-10-11T14:14:49.220870] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VNCE'.
[2025-10-11T14:14:49.221411] [INFO ] [FORECASTER] Starting predict_future for VNCE
[2025-10-11T14:14:49.249195] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:49.250237] [DEBUG] [LOCAL     ] No optimal features file found for VNCE: ./output/feature-sets/VNCE.txt
[2025-10-11T14:14:49.250301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:49.250339] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:49.250367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:49.250426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:49.268249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:49.269365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:49.269465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:49.269501] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:49.313870] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:49.314106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:49.314154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:49.314184] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:49.318261] [DEBUG] [FORECASTER] VNCE: Forecast T+1@11:T+2@11: UP (p=55.92%)
[2025-10-11T14:14:49.318573] [INFO ] [FORECASTER] Completed predict_future for VNCE
[2025-10-11T14:14:49.318764] [INFO ] [sig       ] VNCE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:49.465735] [INFO ] [LOCAL     ] Saved forecast: VNCE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VNCE.txt
[2025-10-11T14:14:49.466112] [INFO ] [sig       ] [1702/1823] Completed VNCE in 0.3s | 4.09 sym/s | Total: 6.9m | ETA: 29.6s
[2025-10-11T14:14:49.466160] [INFO ] [sig       ] [1703/1823] Forecasting VNO...
[2025-10-11T14:14:49.466192] [INFO ] [sig       ] Generating forecast for: VNO
[2025-10-11T14:14:49.466226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-10-11T14:14:49.478051] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VNO'.
[2025-10-11T14:14:49.478697] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-10-11T14:14:49.508827] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:49.509735] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-10-11T14:14:49.509799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:49.509865] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:49.509898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:49.509958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:49.529354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:49.530421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:49.530522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:49.530558] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:49.584038] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:49.584299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:49.584350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:49.584382] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:49.589219] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2025-10-11T14:14:49.589577] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-10-11T14:14:49.589786] [INFO ] [sig       ] VNO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:49.739258] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VNO.txt
[2025-10-11T14:14:49.739734] [INFO ] [sig       ] [1703/1823] Completed VNO in 0.3s | 4.09 sym/s | Total: 6.9m | ETA: 29.3s
[2025-10-11T14:14:49.739805] [INFO ] [sig       ] [1704/1823] Forecasting VNT...
[2025-10-11T14:14:49.739841] [INFO ] [sig       ] Generating forecast for: VNT
[2025-10-11T14:14:49.739913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'.
[2025-10-11T14:14:49.751045] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VNT'.
[2025-10-11T14:14:49.751388] [INFO ] [FORECASTER] Starting predict_future for VNT
[2025-10-11T14:14:49.779744] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:49.780635] [DEBUG] [LOCAL     ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt
[2025-10-11T14:14:49.780720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:49.780758] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:49.780787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:49.780846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:49.800408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:49.801184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:49.801281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:49.801319] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:49.848459] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:49.848570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:49.848608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:49.848637] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:49.852155] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2025-10-11T14:14:49.852426] [INFO ] [FORECASTER] Completed predict_future for VNT
[2025-10-11T14:14:49.852597] [INFO ] [sig       ] VNT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:50.010183] [INFO ] [LOCAL     ] Saved forecast: VNT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VNT.txt
[2025-10-11T14:14:50.010575] [INFO ] [sig       ] [1704/1823] Completed VNT in 0.3s | 4.09 sym/s | Total: 6.9m | ETA: 29.1s
[2025-10-11T14:14:50.010625] [INFO ] [sig       ] [1705/1823] Forecasting VOC...
[2025-10-11T14:14:50.010694] [INFO ] [sig       ] Generating forecast for: VOC
[2025-10-11T14:14:50.010742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-10-11T14:14:50.021812] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VOC'.
[2025-10-11T14:14:50.022169] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-10-11T14:14:50.050292] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:50.051205] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-10-11T14:14:50.051263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:50.051301] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:50.051332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:50.051420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:50.069777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:50.070410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:50.070503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:50.070539] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:50.113839] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:50.114084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:50.114143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:50.114176] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:50.118223] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-10-11T14:14:50.118543] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-10-11T14:14:50.118767] [INFO ] [sig       ] VOC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:50.274905] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VOC.txt
[2025-10-11T14:14:50.275235] [INFO ] [sig       ] [1705/1823] Completed VOC in 0.3s | 4.09 sym/s | Total: 6.9m | ETA: 28.8s
[2025-10-11T14:14:50.275287] [INFO ] [sig       ] [1706/1823] Forecasting VOYA...
[2025-10-11T14:14:50.275322] [INFO ] [sig       ] Generating forecast for: VOYA
[2025-10-11T14:14:50.275360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'.
[2025-10-11T14:14:50.286083] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VOYA'.
[2025-10-11T14:14:50.286427] [INFO ] [FORECASTER] Starting predict_future for VOYA
[2025-10-11T14:14:50.314835] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:50.315679] [DEBUG] [LOCAL     ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt
[2025-10-11T14:14:50.315739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:50.315776] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:50.315804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:50.315865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:50.334854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:50.335520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:50.335617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:50.335682] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:50.386056] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:50.386292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:50.386340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:50.386371] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:50.390512] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-10-11T14:14:50.390858] [INFO ] [FORECASTER] Completed predict_future for VOYA
[2025-10-11T14:14:50.391051] [INFO ] [sig       ] VOYA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:50.545296] [INFO ] [LOCAL     ] Saved forecast: VOYA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VOYA.txt
[2025-10-11T14:14:50.545800] [INFO ] [sig       ] [1706/1823] Completed VOYA in 0.3s | 4.09 sym/s | Total: 6.9m | ETA: 28.6s
[2025-10-11T14:14:50.545888] [INFO ] [sig       ] [1707/1823] Forecasting VPG...
[2025-10-11T14:14:50.545926] [INFO ] [sig       ] Generating forecast for: VPG
[2025-10-11T14:14:50.545961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-10-11T14:14:50.558228] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VPG'.
[2025-10-11T14:14:50.558674] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-10-11T14:14:50.586881] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:50.587690] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-10-11T14:14:50.587749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:50.587785] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:50.587816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:50.587875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:50.604851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:50.605444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:50.605534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:50.605568] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:50.647269] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:50.647354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:50.647391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:50.647418] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:50.650583] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=72.47%)
[2025-10-11T14:14:50.650872] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-10-11T14:14:50.651025] [INFO ] [sig       ] VPG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:50.795373] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VPG.txt
[2025-10-11T14:14:50.795677] [INFO ] [sig       ] [1707/1823] Completed VPG in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 28.3s
[2025-10-11T14:14:50.795738] [INFO ] [sig       ] [1708/1823] Forecasting VPV...
[2025-10-11T14:14:50.795772] [INFO ] [sig       ] Generating forecast for: VPV
[2025-10-11T14:14:50.795803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'.
[2025-10-11T14:14:50.804611] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VPV'.
[2025-10-11T14:14:50.804891] [INFO ] [FORECASTER] Starting predict_future for VPV
[2025-10-11T14:14:50.829770] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:50.830423] [DEBUG] [LOCAL     ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt
[2025-10-11T14:14:50.830476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:50.830559] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:50.830597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:50.830681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:50.847466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:50.848029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:50.848112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:50.848149] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:50.887457] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:50.887532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:50.887568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:50.887596] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:50.890582] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: DOWN (p=30.77%)
[2025-10-11T14:14:50.890863] [INFO ] [FORECASTER] Completed predict_future for VPV
[2025-10-11T14:14:50.891004] [INFO ] [sig       ] VPV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:51.030095] [INFO ] [LOCAL     ] Saved forecast: VPV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VPV.txt
[2025-10-11T14:14:51.030319] [INFO ] [sig       ] [1708/1823] Completed VPV in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 28.1s
[2025-10-11T14:14:51.030360] [INFO ] [sig       ] [1709/1823] Forecasting VRE...
[2025-10-11T14:14:51.030391] [INFO ] [sig       ] Generating forecast for: VRE
[2025-10-11T14:14:51.030428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-10-11T14:14:51.039940] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VRE'.
[2025-10-11T14:14:51.040205] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-10-11T14:14:51.064988] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:51.065680] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-10-11T14:14:51.065738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:51.065772] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:51.065800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:51.065861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:51.082679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:51.083240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:51.083322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:51.083356] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:51.125977] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:51.126089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:51.126125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:51.126153] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:51.129361] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-10-11T14:14:51.129625] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-10-11T14:14:51.129819] [INFO ] [sig       ] VRE: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:51.273482] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VRE.txt
[2025-10-11T14:14:51.273797] [INFO ] [sig       ] [1709/1823] Completed VRE in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 27.9s
[2025-10-11T14:14:51.273861] [INFO ] [sig       ] [1710/1823] Forecasting VRT...
[2025-10-11T14:14:51.273895] [INFO ] [sig       ] Generating forecast for: VRT
[2025-10-11T14:14:51.273927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'.
[2025-10-11T14:14:51.284044] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VRT'.
[2025-10-11T14:14:51.284384] [INFO ] [FORECASTER] Starting predict_future for VRT
[2025-10-11T14:14:51.309457] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:51.310275] [DEBUG] [LOCAL     ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt
[2025-10-11T14:14:51.310329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:51.310383] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:51.310412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:51.310470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:51.327256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:51.328010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:51.328098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:51.328132] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:51.368970] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:51.369098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:51.369136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:51.369164] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:51.372293] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: UP (p=69.97%)
[2025-10-11T14:14:51.372551] [INFO ] [FORECASTER] Completed predict_future for VRT
[2025-10-11T14:14:51.372719] [INFO ] [sig       ] VRT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:51.510824] [INFO ] [LOCAL     ] Saved forecast: VRT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VRT.txt
[2025-10-11T14:14:51.511057] [INFO ] [sig       ] [1710/1823] Completed VRT in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 27.6s
[2025-10-11T14:14:51.511100] [INFO ] [sig       ] [1711/1823] Forecasting VRTS...
[2025-10-11T14:14:51.511131] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-10-11T14:14:51.511162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-10-11T14:14:51.521045] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VRTS'.
[2025-10-11T14:14:51.521307] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-10-11T14:14:51.545802] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:51.546481] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-10-11T14:14:51.546534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:51.546567] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:51.546631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:51.546741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:51.563459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:51.564017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:51.564104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:51.564137] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:51.607944] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:51.608115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:51.608157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:51.608187] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:51.611740] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-10-11T14:14:51.612061] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-10-11T14:14:51.612205] [INFO ] [sig       ] VRTS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:51.756837] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VRTS.txt
[2025-10-11T14:14:51.757222] [INFO ] [sig       ] [1711/1823] Completed VRTS in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 27.4s
[2025-10-11T14:14:51.757311] [INFO ] [sig       ] [1712/1823] Forecasting VSCO...
[2025-10-11T14:14:51.757380] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-10-11T14:14:51.757456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-10-11T14:14:51.769576] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VSCO'.
[2025-10-11T14:14:51.770057] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-10-11T14:14:51.796812] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:51.797596] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-10-11T14:14:51.797676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:51.797732] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:51.797766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:51.797826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:51.816241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:51.816973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:51.817069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:51.817137] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:51.868282] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:51.868547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:51.868625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:51.868701] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:51.873035] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=37.63%)
[2025-10-11T14:14:51.873337] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-10-11T14:14:51.873494] [INFO ] [sig       ] VSCO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:52.016740] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VSCO.txt
[2025-10-11T14:14:52.017163] [INFO ] [sig       ] [1712/1823] Completed VSCO in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 27.1s
[2025-10-11T14:14:52.017213] [INFO ] [sig       ] [1713/1823] Forecasting VSH...
[2025-10-11T14:14:52.017246] [INFO ] [sig       ] Generating forecast for: VSH
[2025-10-11T14:14:52.017279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-10-11T14:14:52.028807] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VSH'.
[2025-10-11T14:14:52.029219] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-10-11T14:14:52.056193] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:52.057184] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-10-11T14:14:52.057243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:52.057279] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:52.057307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:52.057368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:52.075259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:52.075911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:52.076007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:52.076042] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:52.122230] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:52.122434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:52.122475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:52.122505] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:52.126205] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-10-11T14:14:52.126496] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-10-11T14:14:52.126740] [INFO ] [sig       ] VSH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:52.275828] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VSH.txt
[2025-10-11T14:14:52.276194] [INFO ] [sig       ] [1713/1823] Completed VSH in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 26.9s
[2025-10-11T14:14:52.276244] [INFO ] [sig       ] [1714/1823] Forecasting VSTS...
[2025-10-11T14:14:52.276278] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-10-11T14:14:52.276311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-10-11T14:14:52.287706] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VSTS'.
[2025-10-11T14:14:52.288285] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-10-11T14:14:52.313271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:52.313968] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-10-11T14:14:52.314024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:52.314059] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:52.314088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:52.314145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:52.331470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:52.332055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:52.332138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:52.332171] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:52.376005] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:52.376095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:52.376131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:52.376159] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:52.379217] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-10-11T14:14:52.379504] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-10-11T14:14:52.380022] [INFO ] [sig       ] VSTS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:52.523922] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VSTS.txt
[2025-10-11T14:14:52.524163] [INFO ] [sig       ] [1714/1823] Completed VSTS in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 26.6s
[2025-10-11T14:14:52.524205] [INFO ] [sig       ] [1715/1823] Forecasting VTEX...
[2025-10-11T14:14:52.524234] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-10-11T14:14:52.524266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-10-11T14:14:52.533044] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTEX'.
[2025-10-11T14:14:52.533314] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-10-11T14:14:52.558107] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:52.558953] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-10-11T14:14:52.559022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:52.559083] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:52.559116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:52.559174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:52.576800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:52.577340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:52.577421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:52.577455] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:52.626751] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:52.626891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:52.626951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:52.626984] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:52.630562] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=67.59%)
[2025-10-11T14:14:52.630907] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-10-11T14:14:52.631055] [INFO ] [sig       ] VTEX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:52.774409] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VTEX.txt
[2025-10-11T14:14:52.774684] [INFO ] [sig       ] [1715/1823] Completed VTEX in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 26.4s
[2025-10-11T14:14:52.774756] [INFO ] [sig       ] [1716/1823] Forecasting VTLE...
[2025-10-11T14:14:52.774811] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-10-11T14:14:52.774849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-10-11T14:14:52.785383] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTLE'.
[2025-10-11T14:14:52.785759] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-10-11T14:14:52.811091] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:52.811837] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-10-11T14:14:52.811895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:52.811928] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:52.811956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:52.812013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:52.829094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:52.829618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:52.829735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:52.829779] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:52.878527] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:52.878618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:52.878687] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:52.878734] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:52.881796] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-10-11T14:14:52.882073] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-10-11T14:14:52.882207] [INFO ] [sig       ] VTLE: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:53.021783] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VTLE.txt
[2025-10-11T14:14:53.022012] [INFO ] [sig       ] [1716/1823] Completed VTLE in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 26.1s
[2025-10-11T14:14:53.022056] [INFO ] [sig       ] [1717/1823] Forecasting VTMX...
[2025-10-11T14:14:53.022087] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-10-11T14:14:53.022119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-10-11T14:14:53.033170] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTMX'.
[2025-10-11T14:14:53.033626] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-10-11T14:14:53.061144] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:53.062011] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-10-11T14:14:53.062075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:53.062139] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:53.062170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:53.062232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:53.080943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:53.081781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:53.081879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:53.081916] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:53.129958] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:53.130173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:53.130220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:53.130251] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:53.134266] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-10-11T14:14:53.134566] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-10-11T14:14:53.134759] [INFO ] [sig       ] VTMX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:53.281294] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VTMX.txt
[2025-10-11T14:14:53.281699] [INFO ] [sig       ] [1717/1823] Completed VTMX in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 25.9s
[2025-10-11T14:14:53.281764] [INFO ] [sig       ] [1718/1823] Forecasting VTN...
[2025-10-11T14:14:53.281852] [INFO ] [sig       ] Generating forecast for: VTN
[2025-10-11T14:14:53.281896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-10-11T14:14:53.292840] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTN'.
[2025-10-11T14:14:53.293195] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-10-11T14:14:53.319761] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:53.320701] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-10-11T14:14:53.320790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:53.320837] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:53.320868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:53.320927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:53.339502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:53.340525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:53.340664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:53.340722] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:53.390947] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:53.391304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:53.391375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:53.391428] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:53.396063] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-10-11T14:14:53.396481] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-10-11T14:14:53.396704] [INFO ] [sig       ] VTN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:53.556535] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VTN.txt
[2025-10-11T14:14:53.556989] [INFO ] [sig       ] [1718/1823] Completed VTN in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 25.7s
[2025-10-11T14:14:53.557047] [INFO ] [sig       ] [1719/1823] Forecasting VTOL...
[2025-10-11T14:14:53.557081] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-10-11T14:14:53.557116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-10-11T14:14:53.567838] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTOL'.
[2025-10-11T14:14:53.568170] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-10-11T14:14:53.594791] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:53.595553] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-10-11T14:14:53.595609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:53.595669] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:53.595722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:53.595818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:53.614287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:53.615131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:53.615227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:53.615264] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:53.658915] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:53.659146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:53.659194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:53.659224] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:53.663227] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=54.98%)
[2025-10-11T14:14:53.663525] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-10-11T14:14:53.663738] [INFO ] [sig       ] VTOL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:53.813928] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VTOL.txt
[2025-10-11T14:14:53.814350] [INFO ] [sig       ] [1719/1823] Completed VTOL in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 25.4s
[2025-10-11T14:14:53.814416] [INFO ] [sig       ] [1720/1823] Forecasting VTR...
[2025-10-11T14:14:53.814451] [INFO ] [sig       ] Generating forecast for: VTR
[2025-10-11T14:14:53.814486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'.
[2025-10-11T14:14:53.825186] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTR'.
[2025-10-11T14:14:53.825695] [INFO ] [FORECASTER] Starting predict_future for VTR
[2025-10-11T14:14:53.852587] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:53.853528] [DEBUG] [LOCAL     ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt
[2025-10-11T14:14:53.853588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:53.853625] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:53.853692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:53.853769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:53.872050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:53.873155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:53.873277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:53.873313] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:53.935598] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:53.935874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:53.935934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:53.935969] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:53.940201] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2025-10-11T14:14:53.940509] [INFO ] [FORECASTER] Completed predict_future for VTR
[2025-10-11T14:14:53.940753] [INFO ] [sig       ] VTR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:54.094707] [INFO ] [LOCAL     ] Saved forecast: VTR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VTR.txt
[2025-10-11T14:14:54.095059] [INFO ] [sig       ] [1720/1823] Completed VTR in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 25.2s
[2025-10-11T14:14:54.095106] [INFO ] [sig       ] [1721/1823] Forecasting VTS...
[2025-10-11T14:14:54.095137] [INFO ] [sig       ] Generating forecast for: VTS
[2025-10-11T14:14:54.095170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-10-11T14:14:54.105782] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VTS'.
[2025-10-11T14:14:54.106153] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-10-11T14:14:54.135725] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:54.136688] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-10-11T14:14:54.136750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:54.136815] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:54.136857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:54.136921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:54.154848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:54.155466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:54.155575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:54.155630] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:54.205442] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:54.205625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:54.205701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:54.205744] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:54.209611] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-10-11T14:14:54.209965] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-10-11T14:14:54.210130] [INFO ] [sig       ] VTS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:54.358696] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VTS.txt
[2025-10-11T14:14:54.359054] [INFO ] [sig       ] [1721/1823] Completed VTS in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 24.9s
[2025-10-11T14:14:54.359102] [INFO ] [sig       ] [1722/1823] Forecasting VVR...
[2025-10-11T14:14:54.359134] [INFO ] [sig       ] Generating forecast for: VVR
[2025-10-11T14:14:54.359168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'.
[2025-10-11T14:14:54.370351] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VVR'.
[2025-10-11T14:14:54.370802] [INFO ] [FORECASTER] Starting predict_future for VVR
[2025-10-11T14:14:54.396231] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:54.397151] [DEBUG] [LOCAL     ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt
[2025-10-11T14:14:54.397207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:54.397241] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:54.397270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:54.397330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:54.414125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:54.414773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:54.414862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:54.414895] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:54.454429] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:54.454635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:54.454724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:54.454760] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:54.458515] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-10-11T14:14:54.458844] [INFO ] [FORECASTER] Completed predict_future for VVR
[2025-10-11T14:14:54.459005] [INFO ] [sig       ] VVR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:54.597776] [INFO ] [LOCAL     ] Saved forecast: VVR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VVR.txt
[2025-10-11T14:14:54.598068] [INFO ] [sig       ] [1722/1823] Completed VVR in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 24.7s
[2025-10-11T14:14:54.598113] [INFO ] [sig       ] [1723/1823] Forecasting VVV...
[2025-10-11T14:14:54.598143] [INFO ] [sig       ] Generating forecast for: VVV
[2025-10-11T14:14:54.598175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'.
[2025-10-11T14:14:54.607799] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VVV'.
[2025-10-11T14:14:54.608081] [INFO ] [FORECASTER] Starting predict_future for VVV
[2025-10-11T14:14:54.632801] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:54.633448] [DEBUG] [LOCAL     ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt
[2025-10-11T14:14:54.633501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:54.633534] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:54.633561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:54.633619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:54.650270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:54.650878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:54.650961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:54.650995] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:54.696482] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:54.696707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:54.696767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:54.696801] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:54.700442] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-10-11T14:14:54.700767] [INFO ] [FORECASTER] Completed predict_future for VVV
[2025-10-11T14:14:54.700929] [INFO ] [sig       ] VVV: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:54.839154] [INFO ] [LOCAL     ] Saved forecast: VVV	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VVV.txt
[2025-10-11T14:14:54.839381] [INFO ] [sig       ] [1723/1823] Completed VVV in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 24.4s
[2025-10-11T14:14:54.839424] [INFO ] [sig       ] [1724/1823] Forecasting VVX...
[2025-10-11T14:14:54.839454] [INFO ] [sig       ] Generating forecast for: VVX
[2025-10-11T14:14:54.839485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-10-11T14:14:54.848374] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VVX'.
[2025-10-11T14:14:54.848633] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-10-11T14:14:54.874659] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:54.875441] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-10-11T14:14:54.875502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:54.875559] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:54.875588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:54.875665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:54.893117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:54.893805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:54.893885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:54.893920] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:54.936880] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:54.937015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:54.937056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:54.937085] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:54.940481] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-10-11T14:14:54.940804] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-10-11T14:14:54.940959] [INFO ] [sig       ] VVX: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:55.081895] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VVX.txt
[2025-10-11T14:14:55.082158] [INFO ] [sig       ] [1724/1823] Completed VVX in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 24.2s
[2025-10-11T14:14:55.082201] [INFO ] [sig       ] [1725/1823] Forecasting VYX...
[2025-10-11T14:14:55.082230] [INFO ] [sig       ] Generating forecast for: VYX
[2025-10-11T14:14:55.082261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-10-11T14:14:55.091883] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VYX'.
[2025-10-11T14:14:55.092134] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-10-11T14:14:55.117150] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:55.117888] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-10-11T14:14:55.117944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:55.117978] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:55.118005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:55.118062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:55.134987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:55.135525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:55.135605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:55.135638] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:55.176997] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:55.177091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:55.177133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:55.177161] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:55.180233] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-10-11T14:14:55.180485] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-10-11T14:14:55.180623] [INFO ] [sig       ] VYX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:55.319922] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/VYX.txt
[2025-10-11T14:14:55.320226] [INFO ] [sig       ] [1725/1823] Completed VYX in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 24.0s
[2025-10-11T14:14:55.320272] [INFO ] [sig       ] [1726/1823] Forecasting VZ...
[2025-10-11T14:14:55.320304] [INFO ] [sig       ] Generating forecast for: VZ
[2025-10-11T14:14:55.320337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-10-11T14:14:55.329212] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'VZ'.
[2025-10-11T14:14:55.329507] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-10-11T14:14:55.354511] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:55.355211] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-10-11T14:14:55.355264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:55.355297] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:55.355324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:55.355381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:55.372306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:55.372880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:55.372965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:55.372998] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:55.415258] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:55.415356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:55.415393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:55.415423] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:55.422408] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-10-11T14:14:55.422712] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-10-11T14:14:55.422863] [INFO ] [sig       ] VZ: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:55.563304] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/VZ.txt
[2025-10-11T14:14:55.563569] [INFO ] [sig       ] [1726/1823] Completed VZ in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 23.7s
[2025-10-11T14:14:55.563611] [INFO ] [sig       ] [1727/1823] Forecasting W...
[2025-10-11T14:14:55.563660] [INFO ] [sig       ] Generating forecast for: W
[2025-10-11T14:14:55.563720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'.
[2025-10-11T14:14:55.573727] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'W'.
[2025-10-11T14:14:55.574001] [INFO ] [FORECASTER] Starting predict_future for W
[2025-10-11T14:14:55.598675] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:55.599358] [DEBUG] [LOCAL     ] No optimal features file found for W: ./output/feature-sets/W.txt
[2025-10-11T14:14:55.599411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:55.599444] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:55.599471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:55.599528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:55.616234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:55.616870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:55.616951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:55.616985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:55.659453] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:55.659560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:55.659600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:55.660045] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:55.665433] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: UP (p=75.38%)
[2025-10-11T14:14:55.665737] [INFO ] [FORECASTER] Completed predict_future for W
[2025-10-11T14:14:55.665891] [INFO ] [sig       ] W: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:55.805838] [INFO ] [LOCAL     ] Saved forecast: W	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/W.txt
[2025-10-11T14:14:55.806096] [INFO ] [sig       ] [1727/1823] Completed W in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 23.5s
[2025-10-11T14:14:55.806139] [INFO ] [sig       ] [1728/1823] Forecasting WAB...
[2025-10-11T14:14:55.806170] [INFO ] [sig       ] Generating forecast for: WAB
[2025-10-11T14:14:55.806201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-10-11T14:14:55.815375] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WAB'.
[2025-10-11T14:14:55.815630] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-10-11T14:14:55.840476] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:55.841222] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-10-11T14:14:55.841277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:55.841311] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:55.841340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:55.841398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:55.858949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:55.859475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:55.859555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:55.859588] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:55.900680] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:55.900774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:55.900810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:55.900838] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:55.903909] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=27.97%)
[2025-10-11T14:14:55.904168] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-10-11T14:14:55.904307] [INFO ] [sig       ] WAB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:56.043418] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WAB.txt
[2025-10-11T14:14:56.043714] [INFO ] [sig       ] [1728/1823] Completed WAB in 0.2s | 4.09 sym/s | Total: 7.0m | ETA: 23.2s
[2025-10-11T14:14:56.043778] [INFO ] [sig       ] [1729/1823] Forecasting WAL...
[2025-10-11T14:14:56.043812] [INFO ] [sig       ] Generating forecast for: WAL
[2025-10-11T14:14:56.043845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-10-11T14:14:56.054558] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WAL'.
[2025-10-11T14:14:56.055244] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-10-11T14:14:56.082796] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:56.083731] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-10-11T14:14:56.083790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:56.083829] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:56.083859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:56.083920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:56.102265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:56.103209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:56.103311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:56.103347] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:56.154879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:56.155159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:56.155211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:56.155240] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:56.164683] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-10-11T14:14:56.165217] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-10-11T14:14:56.165400] [INFO ] [sig       ] WAL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:56.320118] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WAL.txt
[2025-10-11T14:14:56.320492] [INFO ] [sig       ] [1729/1823] Completed WAL in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 23.0s
[2025-10-11T14:14:56.320559] [INFO ] [sig       ] [1730/1823] Forecasting WAT...
[2025-10-11T14:14:56.320594] [INFO ] [sig       ] Generating forecast for: WAT
[2025-10-11T14:14:56.320627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'.
[2025-10-11T14:14:56.331612] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WAT'.
[2025-10-11T14:14:56.332075] [INFO ] [FORECASTER] Starting predict_future for WAT
[2025-10-11T14:14:56.359446] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:56.360347] [DEBUG] [LOCAL     ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt
[2025-10-11T14:14:56.360403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:56.360439] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:56.360467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:56.360528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:56.378956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:56.379764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:56.379861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:56.379897] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:56.427552] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:56.427809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:56.427867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:56.427901] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:56.432010] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: DOWN (p=44.93%)
[2025-10-11T14:14:56.432366] [INFO ] [FORECASTER] Completed predict_future for WAT
[2025-10-11T14:14:56.432521] [INFO ] [sig       ] WAT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:56.582691] [INFO ] [LOCAL     ] Saved forecast: WAT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WAT.txt
[2025-10-11T14:14:56.582990] [INFO ] [sig       ] [1730/1823] Completed WAT in 0.3s | 4.09 sym/s | Total: 7.0m | ETA: 22.7s
[2025-10-11T14:14:56.583080] [INFO ] [sig       ] [1731/1823] Forecasting WBS...
[2025-10-11T14:14:56.583120] [INFO ] [sig       ] Generating forecast for: WBS
[2025-10-11T14:14:56.583155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-10-11T14:14:56.593232] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WBS'.
[2025-10-11T14:14:56.593596] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-10-11T14:14:56.619748] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:56.620563] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-10-11T14:14:56.620619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:56.620686] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:56.620759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:56.620823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:56.639356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:56.640258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:56.640356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:56.640391] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:56.685395] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:56.685596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:56.685664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:56.685719] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:56.689370] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2025-10-11T14:14:56.689677] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-10-11T14:14:56.689835] [INFO ] [sig       ] WBS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:56.975547] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WBS.txt
[2025-10-11T14:14:56.975963] [INFO ] [sig       ] [1731/1823] Completed WBS in 0.4s | 4.09 sym/s | Total: 7.1m | ETA: 22.5s
[2025-10-11T14:14:56.976026] [INFO ] [sig       ] [1732/1823] Forecasting WCC...
[2025-10-11T14:14:56.976061] [INFO ] [sig       ] Generating forecast for: WCC
[2025-10-11T14:14:56.976096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-10-11T14:14:56.988082] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WCC'.
[2025-10-11T14:14:56.988476] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-10-11T14:14:57.014253] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:57.015013] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-10-11T14:14:57.015068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:57.015102] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:57.015131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:57.015192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:57.031939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:57.032518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:57.032609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:57.032666] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:57.074375] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:57.074480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:57.074518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:57.074547] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:57.077715] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-10-11T14:14:57.077974] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-10-11T14:14:57.078113] [INFO ] [sig       ] WCC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:57.216516] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WCC.txt
[2025-10-11T14:14:57.216935] [INFO ] [sig       ] [1732/1823] Completed WCC in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 22.3s
[2025-10-11T14:14:57.216997] [INFO ] [sig       ] [1733/1823] Forecasting WCN...
[2025-10-11T14:14:57.217031] [INFO ] [sig       ] Generating forecast for: WCN
[2025-10-11T14:14:57.217063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'.
[2025-10-11T14:14:57.226248] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WCN'.
[2025-10-11T14:14:57.226533] [INFO ] [FORECASTER] Starting predict_future for WCN
[2025-10-11T14:14:57.251155] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:57.251905] [DEBUG] [LOCAL     ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt
[2025-10-11T14:14:57.251962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:57.251995] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:57.252022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:57.252079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:57.268981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:57.269881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:57.269974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:57.270007] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:57.311402] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:57.311579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:57.311624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:57.311690] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:57.315922] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: DOWN (p=47.64%)
[2025-10-11T14:14:57.316200] [INFO ] [FORECASTER] Completed predict_future for WCN
[2025-10-11T14:14:57.316343] [INFO ] [sig       ] WCN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:57.461604] [INFO ] [LOCAL     ] Saved forecast: WCN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WCN.txt
[2025-10-11T14:14:57.461843] [INFO ] [sig       ] [1733/1823] Completed WCN in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 22.0s
[2025-10-11T14:14:57.461894] [INFO ] [sig       ] [1734/1823] Forecasting WD...
[2025-10-11T14:14:57.461925] [INFO ] [sig       ] Generating forecast for: WD
[2025-10-11T14:14:57.461960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-10-11T14:14:57.470474] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WD'.
[2025-10-11T14:14:57.470769] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-10-11T14:14:57.495912] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:57.496596] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-10-11T14:14:57.496677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:57.496728] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:57.496760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:57.496817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:57.514256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:57.514853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:57.514934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:57.514967] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:57.560170] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:57.560365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:57.560411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:57.560442] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:57.564166] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=17.69%)
[2025-10-11T14:14:57.564446] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-10-11T14:14:57.564589] [INFO ] [sig       ] WD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:57.704532] [INFO ] [LOCAL     ] Saved forecast: WD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WD.txt
[2025-10-11T14:14:57.704775] [INFO ] [sig       ] [1734/1823] Completed WD in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 21.8s
[2025-10-11T14:14:57.704836] [INFO ] [sig       ] [1735/1823] Forecasting WDH...
[2025-10-11T14:14:57.704871] [INFO ] [sig       ] Generating forecast for: WDH
[2025-10-11T14:14:57.704905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-10-11T14:14:57.713466] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WDH'.
[2025-10-11T14:14:57.713772] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-10-11T14:14:57.738342] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:57.739063] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-10-11T14:14:57.739116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:57.739154] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:57.739182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:57.739238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:57.755893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:57.756426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:57.756505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:57.756538] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:57.801078] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:57.801238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:57.801283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:57.801316] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:57.804556] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=31.95%)
[2025-10-11T14:14:57.804859] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-10-11T14:14:57.805012] [INFO ] [sig       ] WDH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:57.947459] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WDH.txt
[2025-10-11T14:14:57.947732] [INFO ] [sig       ] [1735/1823] Completed WDH in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 21.5s
[2025-10-11T14:14:57.947795] [INFO ] [sig       ] [1736/1823] Forecasting WDI...
[2025-10-11T14:14:57.947829] [INFO ] [sig       ] Generating forecast for: WDI
[2025-10-11T14:14:57.947861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-10-11T14:14:57.957207] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WDI'.
[2025-10-11T14:14:57.957492] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-10-11T14:14:57.982389] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:57.983178] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-10-11T14:14:57.983233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:57.983267] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:57.983294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:57.983352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:58.000191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:58.000810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:58.000890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:58.000924] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:58.043472] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:58.043638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:58.043743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:58.043779] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:58.047216] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=32.57%)
[2025-10-11T14:14:58.047489] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-10-11T14:14:58.047635] [INFO ] [sig       ] WDI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:58.186742] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WDI.txt
[2025-10-11T14:14:58.187016] [INFO ] [sig       ] [1736/1823] Completed WDI in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 21.3s
[2025-10-11T14:14:58.187061] [INFO ] [sig       ] [1737/1823] Forecasting WDS...
[2025-10-11T14:14:58.187091] [INFO ] [sig       ] Generating forecast for: WDS
[2025-10-11T14:14:58.187123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-10-11T14:14:58.197902] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WDS'.
[2025-10-11T14:14:58.198395] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-10-11T14:14:58.226133] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:58.227064] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-10-11T14:14:58.227125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:58.227162] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:58.227193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:58.227327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:58.245508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:58.246170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:58.246265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:58.246305] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:58.291966] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:58.292122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:58.292166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:58.292196] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:58.295853] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-10-11T14:14:58.296150] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-10-11T14:14:58.296340] [INFO ] [sig       ] WDS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:58.454511] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WDS.txt
[2025-10-11T14:14:58.454838] [INFO ] [sig       ] [1737/1823] Completed WDS in 0.3s | 4.09 sym/s | Total: 7.1m | ETA: 21.0s
[2025-10-11T14:14:58.454902] [INFO ] [sig       ] [1738/1823] Forecasting WEA...
[2025-10-11T14:14:58.454937] [INFO ] [sig       ] Generating forecast for: WEA
[2025-10-11T14:14:58.454973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-10-11T14:14:58.464598] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WEA'.
[2025-10-11T14:14:58.464974] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-10-11T14:14:58.490074] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:58.490798] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-10-11T14:14:58.490853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:58.490887] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:58.490930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:58.490990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:58.507722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:58.508342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:58.508428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:58.508461] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:58.542082] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:58.542245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:58.542286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:58.542316] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:58.545735] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-10-11T14:14:58.546006] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-10-11T14:14:58.546150] [INFO ] [sig       ] WEA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:58.686600] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WEA.txt
[2025-10-11T14:14:58.686882] [INFO ] [sig       ] [1738/1823] Completed WEA in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 20.8s
[2025-10-11T14:14:58.686933] [INFO ] [sig       ] [1739/1823] Forecasting WEAV...
[2025-10-11T14:14:58.686965] [INFO ] [sig       ] Generating forecast for: WEAV
[2025-10-11T14:14:58.686997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'.
[2025-10-11T14:14:58.696290] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WEAV'.
[2025-10-11T14:14:58.696568] [INFO ] [FORECASTER] Starting predict_future for WEAV
[2025-10-11T14:14:58.721181] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:58.721891] [DEBUG] [LOCAL     ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt
[2025-10-11T14:14:58.721945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:58.721979] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:58.722006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:58.722063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:58.738741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:58.739279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:58.739364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:58.739397] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:58.782939] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:58.783050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:58.783087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:58.783116] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:58.786283] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: DOWN (p=46.99%)
[2025-10-11T14:14:58.786540] [INFO ] [FORECASTER] Completed predict_future for WEAV
[2025-10-11T14:14:58.786749] [INFO ] [sig       ] WEAV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:58.925633] [INFO ] [LOCAL     ] Saved forecast: WEAV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WEAV.txt
[2025-10-11T14:14:58.925910] [INFO ] [sig       ] [1739/1823] Completed WEAV in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 20.5s
[2025-10-11T14:14:58.925956] [INFO ] [sig       ] [1740/1823] Forecasting WEC...
[2025-10-11T14:14:58.925986] [INFO ] [sig       ] Generating forecast for: WEC
[2025-10-11T14:14:58.926024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-10-11T14:14:58.936449] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WEC'.
[2025-10-11T14:14:58.936855] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-10-11T14:14:58.961507] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:58.962236] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-10-11T14:14:58.962295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:58.962328] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:58.962358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:58.962416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:58.979207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:58.979783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:58.979866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:58.979899] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:59.022817] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:59.022971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:59.023049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:59.023078] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:59.028681] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-10-11T14:14:59.028964] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-10-11T14:14:59.029112] [INFO ] [sig       ] WEC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:59.167304] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WEC.txt
[2025-10-11T14:14:59.167546] [INFO ] [sig       ] [1740/1823] Completed WEC in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 20.3s
[2025-10-11T14:14:59.167590] [INFO ] [sig       ] [1741/1823] Forecasting WELL...
[2025-10-11T14:14:59.167620] [INFO ] [sig       ] Generating forecast for: WELL
[2025-10-11T14:14:59.167684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'.
[2025-10-11T14:14:59.177687] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WELL'.
[2025-10-11T14:14:59.178093] [INFO ] [FORECASTER] Starting predict_future for WELL
[2025-10-11T14:14:59.203852] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:59.204704] [DEBUG] [LOCAL     ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt
[2025-10-11T14:14:59.204763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:59.204799] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:59.204827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:59.204884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:59.221776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:59.222709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:59.222805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:59.222840] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:59.265260] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:59.265426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:59.265469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:59.265498] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:59.268959] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-10-11T14:14:59.269227] [INFO ] [FORECASTER] Completed predict_future for WELL
[2025-10-11T14:14:59.269376] [INFO ] [sig       ] WELL: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:14:59.411570] [INFO ] [LOCAL     ] Saved forecast: WELL	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WELL.txt
[2025-10-11T14:14:59.411884] [INFO ] [sig       ] [1741/1823] Completed WELL in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 20.1s
[2025-10-11T14:14:59.411948] [INFO ] [sig       ] [1742/1823] Forecasting WES...
[2025-10-11T14:14:59.411982] [INFO ] [sig       ] Generating forecast for: WES
[2025-10-11T14:14:59.412015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-10-11T14:14:59.421684] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WES'.
[2025-10-11T14:14:59.421975] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-10-11T14:14:59.451445] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:59.452386] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-10-11T14:14:59.452443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:59.452492] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:59.452565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:59.452705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:59.472286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:59.473134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:59.473225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:59.473261] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:59.516129] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:59.516303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:59.516358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:59.516390] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:59.520470] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-10-11T14:14:59.520860] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-10-11T14:14:59.521053] [INFO ] [sig       ] WES: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:59.671129] [INFO ] [LOCAL     ] Saved forecast: WES	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WES.txt
[2025-10-11T14:14:59.671523] [INFO ] [sig       ] [1742/1823] Completed WES in 0.3s | 4.09 sym/s | Total: 7.1m | ETA: 19.8s
[2025-10-11T14:14:59.671573] [INFO ] [sig       ] [1743/1823] Forecasting WEX...
[2025-10-11T14:14:59.671605] [INFO ] [sig       ] Generating forecast for: WEX
[2025-10-11T14:14:59.671697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-10-11T14:14:59.683615] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WEX'.
[2025-10-11T14:14:59.684344] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-10-11T14:14:59.715395] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:59.716396] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-10-11T14:14:59.716453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:59.716490] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:59.716521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:59.716606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:59.735731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:59.736603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:59.736732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:59.736779] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:14:59.782661] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:14:59.782885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:14:59.782962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:14:59.782996] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:14:59.786992] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-10-11T14:14:59.787307] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-10-11T14:14:59.787469] [INFO ] [sig       ] WEX: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:14:59.933518] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WEX.txt
[2025-10-11T14:14:59.933957] [INFO ] [sig       ] [1743/1823] Completed WEX in 0.3s | 4.09 sym/s | Total: 7.1m | ETA: 19.6s
[2025-10-11T14:14:59.934052] [INFO ] [sig       ] [1744/1823] Forecasting WF...
[2025-10-11T14:14:59.934104] [INFO ] [sig       ] Generating forecast for: WF
[2025-10-11T14:14:59.934144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-10-11T14:14:59.943961] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WF'.
[2025-10-11T14:14:59.944321] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-10-11T14:14:59.971145] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:14:59.972093] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-10-11T14:14:59.972151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:14:59.972188] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:14:59.972217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:14:59.972276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:14:59.990931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:14:59.991635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:14:59.991776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:14:59.991815] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:00.039777] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:00.040037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:00.040087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:00.040119] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:00.044326] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-10-11T14:15:00.044868] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-10-11T14:15:00.045057] [INFO ] [sig       ] WF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:00.192934] [INFO ] [LOCAL     ] Saved forecast: WF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WF.txt
[2025-10-11T14:15:00.193286] [INFO ] [sig       ] [1744/1823] Completed WF in 0.3s | 4.09 sym/s | Total: 7.1m | ETA: 19.3s
[2025-10-11T14:15:00.193333] [INFO ] [sig       ] [1745/1823] Forecasting WFC...
[2025-10-11T14:15:00.193365] [INFO ] [sig       ] Generating forecast for: WFC
[2025-10-11T14:15:00.193398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-10-11T14:15:00.203548] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WFC'.
[2025-10-11T14:15:00.203994] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-10-11T14:15:00.230310] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:00.231180] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-10-11T14:15:00.231237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:00.231275] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:00.231306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:00.231416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:00.249595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:00.250367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:00.250464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:00.250499] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:00.296526] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:00.296789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:00.296843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:00.296875] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:00.300639] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-10-11T14:15:00.300961] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-10-11T14:15:00.301154] [INFO ] [sig       ] WFC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:00.449404] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WFC.txt
[2025-10-11T14:15:00.449854] [INFO ] [sig       ] [1745/1823] Completed WFC in 0.3s | 4.09 sym/s | Total: 7.1m | ETA: 19.1s
[2025-10-11T14:15:00.449922] [INFO ] [sig       ] [1746/1823] Forecasting WFG...
[2025-10-11T14:15:00.449958] [INFO ] [sig       ] Generating forecast for: WFG
[2025-10-11T14:15:00.449993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-10-11T14:15:00.460138] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WFG'.
[2025-10-11T14:15:00.460512] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-10-11T14:15:00.487107] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:00.488003] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-10-11T14:15:00.488060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:00.488101] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:00.488130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:00.488209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:00.506727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:00.507422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:00.507514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:00.507550] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:00.552772] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:00.552994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:00.553053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:00.553087] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:00.557036] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-10-11T14:15:00.557354] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-10-11T14:15:00.557510] [INFO ] [sig       ] WFG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:00.708613] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WFG.txt
[2025-10-11T14:15:00.709062] [INFO ] [sig       ] [1746/1823] Completed WFG in 0.3s | 4.09 sym/s | Total: 7.1m | ETA: 18.8s
[2025-10-11T14:15:00.709114] [INFO ] [sig       ] [1747/1823] Forecasting WGO...
[2025-10-11T14:15:00.709148] [INFO ] [sig       ] Generating forecast for: WGO
[2025-10-11T14:15:00.709184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-10-11T14:15:00.719509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WGO'.
[2025-10-11T14:15:00.720119] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-10-11T14:15:00.747023] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:00.747855] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-10-11T14:15:00.747911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:00.747946] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:00.747976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:00.748035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:00.764941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:00.765486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:00.765567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:00.765601] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:00.803955] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:00.804067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:00.804106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:00.804135] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:00.807319] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-10-11T14:15:00.807592] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-10-11T14:15:00.807767] [INFO ] [sig       ] WGO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:00.946837] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WGO.txt
[2025-10-11T14:15:00.947088] [INFO ] [sig       ] [1747/1823] Completed WGO in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 18.6s
[2025-10-11T14:15:00.947132] [INFO ] [sig       ] [1748/1823] Forecasting WH...
[2025-10-11T14:15:00.947162] [INFO ] [sig       ] Generating forecast for: WH
[2025-10-11T14:15:00.947194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-10-11T14:15:00.956206] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WH'.
[2025-10-11T14:15:00.956461] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-10-11T14:15:00.981537] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:00.982250] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-10-11T14:15:00.982306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:00.982339] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:00.982367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:00.982425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:00.999364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:01.000027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:01.000110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:01.000143] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:01.038691] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:01.038906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:01.038962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:01.038995] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:01.042723] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-10-11T14:15:01.043051] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-10-11T14:15:01.043205] [INFO ] [sig       ] WH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:01.187538] [INFO ] [LOCAL     ] Saved forecast: WH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WH.txt
[2025-10-11T14:15:01.187814] [INFO ] [sig       ] [1748/1823] Completed WH in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 18.3s
[2025-10-11T14:15:01.187883] [INFO ] [sig       ] [1749/1823] Forecasting WHD...
[2025-10-11T14:15:01.187918] [INFO ] [sig       ] Generating forecast for: WHD
[2025-10-11T14:15:01.187951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-10-11T14:15:01.197333] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WHD'.
[2025-10-11T14:15:01.197720] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-10-11T14:15:01.222357] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:01.223157] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-10-11T14:15:01.223212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:01.223247] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:01.223274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:01.223332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:01.240085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:01.240632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:01.240744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:01.240782] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:01.276862] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:01.276968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:01.277005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:01.277034] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:01.280111] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=45.81%)
[2025-10-11T14:15:01.280367] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-10-11T14:15:01.280503] [INFO ] [sig       ] WHD: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:01.418551] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WHD.txt
[2025-10-11T14:15:01.418826] [INFO ] [sig       ] [1749/1823] Completed WHD in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 18.1s
[2025-10-11T14:15:01.418887] [INFO ] [sig       ] [1750/1823] Forecasting WHG...
[2025-10-11T14:15:01.418920] [INFO ] [sig       ] Generating forecast for: WHG
[2025-10-11T14:15:01.418952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-10-11T14:15:01.428162] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WHG'.
[2025-10-11T14:15:01.428520] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-10-11T14:15:01.453360] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:01.454135] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-10-11T14:15:01.454190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:01.454224] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:01.454306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:01.454374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:01.471091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:01.471829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:01.471915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:01.471949] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:01.507736] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:01.507922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:01.507967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:01.508016] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:01.511543] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-10-11T14:15:01.511850] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-10-11T14:15:01.511991] [INFO ] [sig       ] WHG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:01.653448] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WHG.txt
[2025-10-11T14:15:01.653722] [INFO ] [sig       ] [1750/1823] Completed WHG in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 17.9s
[2025-10-11T14:15:01.653785] [INFO ] [sig       ] [1751/1823] Forecasting WHR...
[2025-10-11T14:15:01.653819] [INFO ] [sig       ] Generating forecast for: WHR
[2025-10-11T14:15:01.653852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'.
[2025-10-11T14:15:01.662585] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WHR'.
[2025-10-11T14:15:01.662885] [INFO ] [FORECASTER] Starting predict_future for WHR
[2025-10-11T14:15:01.688826] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:01.689609] [DEBUG] [LOCAL     ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt
[2025-10-11T14:15:01.689690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:01.689737] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:01.689768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:01.689825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:01.709241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:01.710219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:01.710346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:01.710411] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:01.755925] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:01.756125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:01.756170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:01.756201] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:01.759887] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-10-11T14:15:01.760226] [INFO ] [FORECASTER] Completed predict_future for WHR
[2025-10-11T14:15:01.760389] [INFO ] [sig       ] WHR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:01.932423] [INFO ] [LOCAL     ] Saved forecast: WHR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WHR.txt
[2025-10-11T14:15:01.932725] [INFO ] [sig       ] [1751/1823] Completed WHR in 0.3s | 4.09 sym/s | Total: 7.1m | ETA: 17.6s
[2025-10-11T14:15:01.932787] [INFO ] [sig       ] [1752/1823] Forecasting WIA...
[2025-10-11T14:15:01.932822] [INFO ] [sig       ] Generating forecast for: WIA
[2025-10-11T14:15:01.932855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-10-11T14:15:01.941880] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WIA'.
[2025-10-11T14:15:01.942242] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-10-11T14:15:01.970140] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:01.971218] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-10-11T14:15:01.971280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:01.971316] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:01.971344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:01.971402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:01.990549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:01.991444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:01.991536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:01.991572] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:02.032365] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:02.032544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:02.032588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:02.032621] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:02.036537] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-10-11T14:15:02.036905] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-10-11T14:15:02.037057] [INFO ] [sig       ] WIA: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:02.203627] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WIA.txt
[2025-10-11T14:15:02.203912] [INFO ] [sig       ] [1752/1823] Completed WIA in 0.3s | 4.09 sym/s | Total: 7.1m | ETA: 17.4s
[2025-10-11T14:15:02.203959] [INFO ] [sig       ] [1753/1823] Forecasting WINN...
[2025-10-11T14:15:02.203992] [INFO ] [sig       ] Generating forecast for: WINN
[2025-10-11T14:15:02.204025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-10-11T14:15:02.214347] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'WINN'.
[2025-10-11T14:15:02.214888] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-10-11T14:15:02.250939] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:02.251838] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-10-11T14:15:02.251895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:02.251931] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:02.251961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:02.252020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:02.270067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:02.270860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:02.270945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:02.270982] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:02.301847] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:02.302055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:02.302099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:02.302129] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:02.307694] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=44.94%)
[2025-10-11T14:15:02.307965] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-10-11T14:15:02.308105] [INFO ] [sig       ] WINN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:02.448076] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WINN.txt
[2025-10-11T14:15:02.448272] [INFO ] [sig       ] [1753/1823] Completed WINN in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 17.1s
[2025-10-11T14:15:02.448314] [INFO ] [sig       ] [1754/1823] Forecasting WIT...
[2025-10-11T14:15:02.448345] [INFO ] [sig       ] Generating forecast for: WIT
[2025-10-11T14:15:02.448377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'.
[2025-10-11T14:15:02.457378] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WIT'.
[2025-10-11T14:15:02.457685] [INFO ] [FORECASTER] Starting predict_future for WIT
[2025-10-11T14:15:02.482248] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:02.482942] [DEBUG] [LOCAL     ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt
[2025-10-11T14:15:02.482996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:02.483029] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:02.483056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:02.483112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:02.500268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:02.500826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:02.500902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:02.500936] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:02.537441] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:02.537516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:02.537551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:02.537579] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:02.540549] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: DOWN (p=31.13%)
[2025-10-11T14:15:02.540825] [INFO ] [FORECASTER] Completed predict_future for WIT
[2025-10-11T14:15:02.540966] [INFO ] [sig       ] WIT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:02.694672] [INFO ] [LOCAL     ] Saved forecast: WIT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WIT.txt
[2025-10-11T14:15:02.694930] [INFO ] [sig       ] [1754/1823] Completed WIT in 0.2s | 4.09 sym/s | Total: 7.1m | ETA: 16.9s
[2025-10-11T14:15:02.694975] [INFO ] [sig       ] [1755/1823] Forecasting WIW...
[2025-10-11T14:15:02.695006] [INFO ] [sig       ] Generating forecast for: WIW
[2025-10-11T14:15:02.695039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'.
[2025-10-11T14:15:02.703414] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WIW'.
[2025-10-11T14:15:02.703743] [INFO ] [FORECASTER] Starting predict_future for WIW
[2025-10-11T14:15:02.728477] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:02.729215] [DEBUG] [LOCAL     ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt
[2025-10-11T14:15:02.729269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:02.729302] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:02.729330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:02.729387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:02.746239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:02.746963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:02.747053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:02.747088] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:02.793112] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:02.793308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:02.793359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:02.793390] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:02.796996] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-10-11T14:15:02.797315] [INFO ] [FORECASTER] Completed predict_future for WIW
[2025-10-11T14:15:02.797465] [INFO ] [sig       ] WIW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:02.946530] [INFO ] [LOCAL     ] Saved forecast: WIW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WIW.txt
[2025-10-11T14:15:02.946873] [INFO ] [sig       ] [1755/1823] Completed WIW in 0.3s | 4.09 sym/s | Total: 7.2m | ETA: 16.6s
[2025-10-11T14:15:02.946966] [INFO ] [sig       ] [1756/1823] Forecasting WK...
[2025-10-11T14:15:02.947024] [INFO ] [sig       ] Generating forecast for: WK
[2025-10-11T14:15:02.947063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-10-11T14:15:02.957791] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WK'.
[2025-10-11T14:15:02.958185] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-10-11T14:15:02.985761] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:02.986743] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-10-11T14:15:02.986801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:02.986837] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:02.986865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:02.986923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:03.004749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:03.005574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:03.005689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:03.005744] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:03.050055] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:03.050253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:03.050326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:03.050366] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:03.053994] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-10-11T14:15:03.054290] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-10-11T14:15:03.054451] [INFO ] [sig       ] WK: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:03.217676] [INFO ] [LOCAL     ] Saved forecast: WK	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WK.txt
[2025-10-11T14:15:03.217899] [INFO ] [sig       ] [1756/1823] Completed WK in 0.3s | 4.09 sym/s | Total: 7.2m | ETA: 16.4s
[2025-10-11T14:15:03.217944] [INFO ] [sig       ] [1757/1823] Forecasting WKC...
[2025-10-11T14:15:03.217976] [INFO ] [sig       ] Generating forecast for: WKC
[2025-10-11T14:15:03.218008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-10-11T14:15:03.227513] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WKC'.
[2025-10-11T14:15:03.227786] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-10-11T14:15:03.252628] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:03.253336] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-10-11T14:15:03.253390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:03.253423] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:03.253452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:03.253510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:03.270856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:03.271369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:03.271446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:03.271480] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:03.314273] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:03.314400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:03.314443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:03.314491] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:03.317767] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=65.89%)
[2025-10-11T14:15:03.318027] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-10-11T14:15:03.318161] [INFO ] [sig       ] WKC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:03.461874] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WKC.txt
[2025-10-11T14:15:03.462131] [INFO ] [sig       ] [1757/1823] Completed WKC in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 16.1s
[2025-10-11T14:15:03.462176] [INFO ] [sig       ] [1758/1823] Forecasting WLK...
[2025-10-11T14:15:03.462207] [INFO ] [sig       ] Generating forecast for: WLK
[2025-10-11T14:15:03.462240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-10-11T14:15:03.471786] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WLK'.
[2025-10-11T14:15:03.472147] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-10-11T14:15:03.497528] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:03.498316] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-10-11T14:15:03.498384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:03.498425] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:03.498458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:03.498515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:03.515335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:03.515938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:03.516024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:03.516059] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:03.558874] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:03.558981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:03.559019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:03.559047] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:03.562174] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-10-11T14:15:03.562434] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-10-11T14:15:03.562573] [INFO ] [sig       ] WLK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:03.701523] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WLK.txt
[2025-10-11T14:15:03.701798] [INFO ] [sig       ] [1758/1823] Completed WLK in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 15.9s
[2025-10-11T14:15:03.701859] [INFO ] [sig       ] [1759/1823] Forecasting WLKP...
[2025-10-11T14:15:03.701892] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-10-11T14:15:03.701925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-10-11T14:15:03.711182] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WLKP'.
[2025-10-11T14:15:03.711520] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-10-11T14:15:03.736103] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:03.739833] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-10-11T14:15:03.739902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:03.739954] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:03.739985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:03.740043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:03.756955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:03.757488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:03.757567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:03.757600] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:03.799716] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:03.799801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:03.799837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:03.799865] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:03.803123] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-10-11T14:15:03.803380] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-10-11T14:15:03.803513] [INFO ] [sig       ] WLKP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:03.943461] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WLKP.txt
[2025-10-11T14:15:03.943712] [INFO ] [sig       ] [1759/1823] Completed WLKP in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 15.7s
[2025-10-11T14:15:03.943774] [INFO ] [sig       ] [1760/1823] Forecasting WLY...
[2025-10-11T14:15:03.943807] [INFO ] [sig       ] Generating forecast for: WLY
[2025-10-11T14:15:03.943839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'.
[2025-10-11T14:15:03.953592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WLY'.
[2025-10-11T14:15:03.953894] [INFO ] [FORECASTER] Starting predict_future for WLY
[2025-10-11T14:15:03.979271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:03.980018] [DEBUG] [LOCAL     ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt
[2025-10-11T14:15:03.980073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:03.980106] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:03.980133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:03.980191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:03.998050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:03.998595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:03.998700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:03.998750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:04.041042] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:04.041131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:04.041167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:04.041195] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:04.044308] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-10-11T14:15:04.044564] [INFO ] [FORECASTER] Completed predict_future for WLY
[2025-10-11T14:15:04.044733] [INFO ] [sig       ] WLY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:04.189942] [INFO ] [LOCAL     ] Saved forecast: WLY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WLY.txt
[2025-10-11T14:15:04.190173] [INFO ] [sig       ] [1760/1823] Completed WLY in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 15.4s
[2025-10-11T14:15:04.190216] [INFO ] [sig       ] [1761/1823] Forecasting WM...
[2025-10-11T14:15:04.190247] [INFO ] [sig       ] Generating forecast for: WM
[2025-10-11T14:15:04.190278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'.
[2025-10-11T14:15:04.200462] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WM'.
[2025-10-11T14:15:04.200995] [INFO ] [FORECASTER] Starting predict_future for WM
[2025-10-11T14:15:04.227974] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:04.228934] [DEBUG] [LOCAL     ] No optimal features file found for WM: ./output/feature-sets/WM.txt
[2025-10-11T14:15:04.228990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:04.229025] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:04.229053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:04.229111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:04.247358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:04.248338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:04.248445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:04.248487] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:04.298107] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:04.298310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:04.298365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:04.298402] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:04.303321] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-10-11T14:15:04.303704] [INFO ] [FORECASTER] Completed predict_future for WM
[2025-10-11T14:15:04.303875] [INFO ] [sig       ] WM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:04.454397] [INFO ] [LOCAL     ] Saved forecast: WM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WM.txt
[2025-10-11T14:15:04.454607] [INFO ] [sig       ] [1761/1823] Completed WM in 0.3s | 4.09 sym/s | Total: 7.2m | ETA: 15.2s
[2025-10-11T14:15:04.454676] [INFO ] [sig       ] [1762/1823] Forecasting WMB...
[2025-10-11T14:15:04.454728] [INFO ] [sig       ] Generating forecast for: WMB
[2025-10-11T14:15:04.454763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'.
[2025-10-11T14:15:04.464269] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WMB'.
[2025-10-11T14:15:04.464526] [INFO ] [FORECASTER] Starting predict_future for WMB
[2025-10-11T14:15:04.492756] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:04.493435] [DEBUG] [LOCAL     ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt
[2025-10-11T14:15:04.493490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:04.493525] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:04.493554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:04.493610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:04.511115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:04.511637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:04.511742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:04.511778] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:04.554506] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:04.554590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:04.554626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:04.554691] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:04.557790] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-10-11T14:15:04.558039] [INFO ] [FORECASTER] Completed predict_future for WMB
[2025-10-11T14:15:04.558179] [INFO ] [sig       ] WMB: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:04.704053] [INFO ] [LOCAL     ] Saved forecast: WMB	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WMB.txt
[2025-10-11T14:15:04.704291] [INFO ] [sig       ] [1762/1823] Completed WMB in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 14.9s
[2025-10-11T14:15:04.704341] [INFO ] [sig       ] [1763/1823] Forecasting WMK...
[2025-10-11T14:15:04.704374] [INFO ] [sig       ] Generating forecast for: WMK
[2025-10-11T14:15:04.704406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-10-11T14:15:04.713739] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WMK'.
[2025-10-11T14:15:04.714116] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-10-11T14:15:04.739898] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:04.740709] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-10-11T14:15:04.740765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:04.740845] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:04.740883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:04.740941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:04.758227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:04.758838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:04.758918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:04.758951] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:04.800192] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:04.800368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:04.800412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:04.800443] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:04.804056] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2025-10-11T14:15:04.804334] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-10-11T14:15:04.804480] [INFO ] [sig       ] WMK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:04.953248] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WMK.txt
[2025-10-11T14:15:04.953605] [INFO ] [sig       ] [1763/1823] Completed WMK in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 14.7s
[2025-10-11T14:15:04.953715] [INFO ] [sig       ] [1764/1823] Forecasting WMS...
[2025-10-11T14:15:04.953782] [INFO ] [sig       ] Generating forecast for: WMS
[2025-10-11T14:15:04.953826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-10-11T14:15:04.963551] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WMS'.
[2025-10-11T14:15:04.963874] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-10-11T14:15:04.989682] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:04.990414] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-10-11T14:15:04.990470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:04.990504] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:04.990533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:04.990592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:05.008171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:05.008919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:05.009006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:05.009041] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:05.049845] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:05.050047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:05.050099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:05.050130] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:05.054210] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=75.77%)
[2025-10-11T14:15:05.054584] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-10-11T14:15:05.054781] [INFO ] [sig       ] WMS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:05.202207] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WMS.txt
[2025-10-11T14:15:05.202464] [INFO ] [sig       ] [1764/1823] Completed WMS in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 14.4s
[2025-10-11T14:15:05.202510] [INFO ] [sig       ] [1765/1823] Forecasting WMT...
[2025-10-11T14:15:05.202542] [INFO ] [sig       ] Generating forecast for: WMT
[2025-10-11T14:15:05.202574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'.
[2025-10-11T14:15:05.212613] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WMT'.
[2025-10-11T14:15:05.212957] [INFO ] [FORECASTER] Starting predict_future for WMT
[2025-10-11T14:15:05.237905] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:05.238613] [DEBUG] [LOCAL     ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt
[2025-10-11T14:15:05.238696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:05.238742] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:05.238771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:05.238828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:05.255733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:05.256255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:05.256334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:05.256368] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:05.300108] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:05.300196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:05.300232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:05.300265] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:05.303372] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-10-11T14:15:05.303617] [INFO ] [FORECASTER] Completed predict_future for WMT
[2025-10-11T14:15:05.303783] [INFO ] [sig       ] WMT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:05.443495] [INFO ] [LOCAL     ] Saved forecast: WMT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WMT.txt
[2025-10-11T14:15:05.443752] [INFO ] [sig       ] [1765/1823] Completed WMT in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 14.2s
[2025-10-11T14:15:05.443813] [INFO ] [sig       ] [1766/1823] Forecasting WNC...
[2025-10-11T14:15:05.443846] [INFO ] [sig       ] Generating forecast for: WNC
[2025-10-11T14:15:05.443878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-10-11T14:15:05.453966] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WNC'.
[2025-10-11T14:15:05.454508] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-10-11T14:15:05.480511] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:05.481365] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-10-11T14:15:05.481421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:05.481456] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:05.481484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:05.481543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:05.499007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:05.499580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:05.499685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:05.499741] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:05.544229] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:05.544404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:05.544448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:05.544478] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:05.548160] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=18.80%)
[2025-10-11T14:15:05.548441] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-10-11T14:15:05.548583] [INFO ] [sig       ] WNC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:05.709437] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WNC.txt
[2025-10-11T14:15:05.709758] [INFO ] [sig       ] [1766/1823] Completed WNC in 0.3s | 4.09 sym/s | Total: 7.2m | ETA: 13.9s
[2025-10-11T14:15:05.709822] [INFO ] [sig       ] [1767/1823] Forecasting WNS...
[2025-10-11T14:15:05.709858] [INFO ] [sig       ] Generating forecast for: WNS
[2025-10-11T14:15:05.709892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNS' from 'https://tdm.silogroup.org/data/derivative_storage/WNS.csv'.
[2025-10-11T14:15:05.720196] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WNS'.
[2025-10-11T14:15:05.720567] [INFO ] [FORECASTER] Starting predict_future for WNS
[2025-10-11T14:15:05.751694] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:05.752525] [DEBUG] [LOCAL     ] No optimal features file found for WNS: ./output/feature-sets/WNS.txt
[2025-10-11T14:15:05.752582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:05.752618] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:05.752676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:05.752758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:05.770914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:05.771513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:05.771598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:05.771633] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:05.812564] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:05.812774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:05.812827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:05.812859] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:05.819790] [DEBUG] [FORECASTER] WNS: Forecast T+1@11:T+2@11: UP (p=59.39%)
[2025-10-11T14:15:05.820190] [INFO ] [FORECASTER] Completed predict_future for WNS
[2025-10-11T14:15:05.820380] [INFO ] [sig       ] WNS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:05.968714] [INFO ] [LOCAL     ] Saved forecast: WNS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WNS.txt
[2025-10-11T14:15:05.968960] [INFO ] [sig       ] [1767/1823] Completed WNS in 0.3s | 4.09 sym/s | Total: 7.2m | ETA: 13.7s
[2025-10-11T14:15:05.969003] [INFO ] [sig       ] [1768/1823] Forecasting WOLF...
[2025-10-11T14:15:05.969035] [INFO ] [sig       ] Generating forecast for: WOLF
[2025-10-11T14:15:05.969067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'.
[2025-10-11T14:15:05.978474] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WOLF'.
[2025-10-11T14:15:05.978860] [INFO ] [FORECASTER] Starting predict_future for WOLF
[2025-10-11T14:15:06.003569] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:06.004357] [DEBUG] [LOCAL     ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt
[2025-10-11T14:15:06.004412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:06.004445] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:06.004473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:06.004530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:06.021495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:06.022067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:06.022149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:06.022182] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:06.065483] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:06.065624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:06.065696] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:06.065740] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:06.069141] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-10-11T14:15:06.069401] [INFO ] [FORECASTER] Completed predict_future for WOLF
[2025-10-11T14:15:06.069539] [INFO ] [sig       ] WOLF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:06.208867] [INFO ] [LOCAL     ] Saved forecast: WOLF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WOLF.txt
[2025-10-11T14:15:06.209078] [INFO ] [sig       ] [1768/1823] Completed WOLF in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 13.5s
[2025-10-11T14:15:06.209120] [INFO ] [sig       ] [1769/1823] Forecasting WOR...
[2025-10-11T14:15:06.209150] [INFO ] [sig       ] Generating forecast for: WOR
[2025-10-11T14:15:06.209182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'.
[2025-10-11T14:15:06.218874] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WOR'.
[2025-10-11T14:15:06.219215] [INFO ] [FORECASTER] Starting predict_future for WOR
[2025-10-11T14:15:06.244894] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:06.245634] [DEBUG] [LOCAL     ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt
[2025-10-11T14:15:06.245717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:06.245754] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:06.245783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:06.245841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:06.263490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:06.264080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:06.264163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:06.264198] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:06.301580] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:06.301696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:06.301747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:06.301778] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:06.304854] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-10-11T14:15:06.305114] [INFO ] [FORECASTER] Completed predict_future for WOR
[2025-10-11T14:15:06.305284] [INFO ] [sig       ] WOR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:06.453206] [INFO ] [LOCAL     ] Saved forecast: WOR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WOR.txt
[2025-10-11T14:15:06.453419] [INFO ] [sig       ] [1769/1823] Completed WOR in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 13.2s
[2025-10-11T14:15:06.453460] [INFO ] [sig       ] [1770/1823] Forecasting WOW...
[2025-10-11T14:15:06.453518] [INFO ] [sig       ] Generating forecast for: WOW
[2025-10-11T14:15:06.453553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'.
[2025-10-11T14:15:06.462413] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WOW'.
[2025-10-11T14:15:06.462690] [INFO ] [FORECASTER] Starting predict_future for WOW
[2025-10-11T14:15:06.487443] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:06.488150] [DEBUG] [LOCAL     ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt
[2025-10-11T14:15:06.488204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:06.488237] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:06.488266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:06.488330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:06.505302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:06.505891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:06.505971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:06.506004] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:06.539628] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:06.539736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:06.539777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:06.539806] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:06.542889] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-10-11T14:15:06.543139] [INFO ] [FORECASTER] Completed predict_future for WOW
[2025-10-11T14:15:06.543266] [INFO ] [sig       ] WOW: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:06.683328] [INFO ] [LOCAL     ] Saved forecast: WOW	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WOW.txt
[2025-10-11T14:15:06.683559] [INFO ] [sig       ] [1770/1823] Completed WOW in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 13.0s
[2025-10-11T14:15:06.683604] [INFO ] [sig       ] [1771/1823] Forecasting WPC...
[2025-10-11T14:15:06.683636] [INFO ] [sig       ] Generating forecast for: WPC
[2025-10-11T14:15:06.683719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-10-11T14:15:06.691896] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WPC'.
[2025-10-11T14:15:06.692168] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-10-11T14:15:06.716883] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:06.717737] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-10-11T14:15:06.717793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:06.717828] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:06.717856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:06.717914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:06.735386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:06.735960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:06.736042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:06.736075] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:06.773701] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:06.773818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:06.773856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:06.773884] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:06.777149] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=34.62%)
[2025-10-11T14:15:06.777421] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-10-11T14:15:06.777552] [INFO ] [sig       ] WPC: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:06.921061] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WPC.txt
[2025-10-11T14:15:06.921308] [INFO ] [sig       ] [1771/1823] Completed WPC in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 12.7s
[2025-10-11T14:15:06.921353] [INFO ] [sig       ] [1772/1823] Forecasting WPM...
[2025-10-11T14:15:06.921385] [INFO ] [sig       ] Generating forecast for: WPM
[2025-10-11T14:15:06.921418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'.
[2025-10-11T14:15:06.931064] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WPM'.
[2025-10-11T14:15:06.931406] [INFO ] [FORECASTER] Starting predict_future for WPM
[2025-10-11T14:15:06.958187] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:06.959009] [DEBUG] [LOCAL     ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt
[2025-10-11T14:15:06.959066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:06.959102] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:06.959131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:06.959189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:06.977152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:06.977781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:06.977866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:06.977901] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:07.011685] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:07.011797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:07.011836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:07.011866] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:07.015229] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-10-11T14:15:07.015490] [INFO ] [FORECASTER] Completed predict_future for WPM
[2025-10-11T14:15:07.015619] [INFO ] [sig       ] WPM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:07.162299] [INFO ] [LOCAL     ] Saved forecast: WPM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WPM.txt
[2025-10-11T14:15:07.162505] [INFO ] [sig       ] [1772/1823] Completed WPM in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 12.5s
[2025-10-11T14:15:07.162547] [INFO ] [sig       ] [1773/1823] Forecasting WPP...
[2025-10-11T14:15:07.162579] [INFO ] [sig       ] Generating forecast for: WPP
[2025-10-11T14:15:07.162681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-10-11T14:15:07.171219] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WPP'.
[2025-10-11T14:15:07.171523] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-10-11T14:15:07.196090] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:07.196845] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-10-11T14:15:07.196899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:07.196932] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:07.196960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:07.197018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:07.214276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:07.214841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:07.214933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:07.214967] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:07.246415] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:07.246492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:07.246527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:07.246556] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:07.249554] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-10-11T14:15:07.249829] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-10-11T14:15:07.249958] [INFO ] [sig       ] WPP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:07.389490] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WPP.txt
[2025-10-11T14:15:07.389718] [INFO ] [sig       ] [1773/1823] Completed WPP in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 12.2s
[2025-10-11T14:15:07.389780] [INFO ] [sig       ] [1774/1823] Forecasting WRB...
[2025-10-11T14:15:07.389814] [INFO ] [sig       ] Generating forecast for: WRB
[2025-10-11T14:15:07.389847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-10-11T14:15:07.398190] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WRB'.
[2025-10-11T14:15:07.398463] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-10-11T14:15:07.423579] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:07.424299] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-10-11T14:15:07.424362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:07.424404] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:07.424439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:07.424508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:07.441706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:07.442250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:07.442326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:07.442360] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:07.479503] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:07.479619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:07.479687] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:07.479732] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:07.482937] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-10-11T14:15:07.483198] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-10-11T14:15:07.483325] [INFO ] [sig       ] WRB: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:07.623225] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WRB.txt
[2025-10-11T14:15:07.623408] [INFO ] [sig       ] [1774/1823] Completed WRB in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 12.0s
[2025-10-11T14:15:07.623451] [INFO ] [sig       ] [1775/1823] Forecasting WRBY...
[2025-10-11T14:15:07.623482] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-10-11T14:15:07.623513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-10-11T14:15:07.632431] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WRBY'.
[2025-10-11T14:15:07.632738] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-10-11T14:15:07.657667] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:07.658369] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-10-11T14:15:07.658434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:07.658469] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:07.658497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:07.658554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:07.675458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:07.676027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:07.676105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:07.676139] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:07.702926] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:07.703013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:07.703049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:07.703077] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:07.706198] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-10-11T14:15:07.706450] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-10-11T14:15:07.706591] [INFO ] [sig       ] WRBY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:07.846490] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WRBY.txt
[2025-10-11T14:15:07.846726] [INFO ] [sig       ] [1775/1823] Completed WRBY in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 11.7s
[2025-10-11T14:15:07.846786] [INFO ] [sig       ] [1776/1823] Forecasting WS...
[2025-10-11T14:15:07.846818] [INFO ] [sig       ] Generating forecast for: WS
[2025-10-11T14:15:07.846851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WS' from 'https://tdm.silogroup.org/data/derivative_storage/WS.csv'.
[2025-10-11T14:15:07.854603] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WS'.
[2025-10-11T14:15:07.854882] [INFO ] [FORECASTER] Starting predict_future for WS
[2025-10-11T14:15:07.882567] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:07.883278] [DEBUG] [LOCAL     ] No optimal features file found for WS: ./output/feature-sets/WS.txt
[2025-10-11T14:15:07.883376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:07.883425] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:07.883461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:07.883529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:07.900540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:07.901102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:07.901183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:07.901216] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:07.927182] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:07.927255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:07.927290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:07.927318] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:07.930225] [DEBUG] [FORECASTER] WS: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-10-11T14:15:07.930505] [INFO ] [FORECASTER] Completed predict_future for WS
[2025-10-11T14:15:07.930636] [INFO ] [sig       ] WS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:08.070983] [INFO ] [LOCAL     ] Saved forecast: WS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WS.txt
[2025-10-11T14:15:08.071176] [INFO ] [sig       ] [1776/1823] Completed WS in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 11.5s
[2025-10-11T14:15:08.071217] [INFO ] [sig       ] [1777/1823] Forecasting WSM...
[2025-10-11T14:15:08.071247] [INFO ] [sig       ] Generating forecast for: WSM
[2025-10-11T14:15:08.071288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-10-11T14:15:08.079765] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WSM'.
[2025-10-11T14:15:08.080027] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-10-11T14:15:08.104690] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:08.105357] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-10-11T14:15:08.105410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:08.105444] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:08.105472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:08.105529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:08.122891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:08.123402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:08.123480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:08.123512] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:08.149713] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:08.149789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:08.149824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:08.149852] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:08.152829] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-10-11T14:15:08.153075] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-10-11T14:15:08.153191] [INFO ] [sig       ] WSM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:08.293070] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WSM.txt
[2025-10-11T14:15:08.293244] [INFO ] [sig       ] [1777/1823] Completed WSM in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 11.2s
[2025-10-11T14:15:08.293286] [INFO ] [sig       ] [1778/1823] Forecasting WSO...
[2025-10-11T14:15:08.293316] [INFO ] [sig       ] Generating forecast for: WSO
[2025-10-11T14:15:08.293348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-10-11T14:15:08.302321] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WSO'.
[2025-10-11T14:15:08.302580] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-10-11T14:15:08.327565] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:08.328257] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-10-11T14:15:08.328311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:08.328347] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:08.328383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:08.328453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:08.345797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:08.346320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:08.346399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:08.346433] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:08.386202] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:08.386282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:08.386318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:08.386348] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:08.389437] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-10-11T14:15:08.389744] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-10-11T14:15:08.389876] [INFO ] [sig       ] WSO: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:08.531363] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WSO.txt
[2025-10-11T14:15:08.531578] [INFO ] [sig       ] [1778/1823] Completed WSO in 0.2s | 4.09 sym/s | Total: 7.2m | ETA: 11.0s
[2025-10-11T14:15:08.531619] [INFO ] [sig       ] [1779/1823] Forecasting WSR...
[2025-10-11T14:15:08.531677] [INFO ] [sig       ] Generating forecast for: WSR
[2025-10-11T14:15:08.531729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'.
[2025-10-11T14:15:08.540360] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WSR'.
[2025-10-11T14:15:08.540634] [INFO ] [FORECASTER] Starting predict_future for WSR
[2025-10-11T14:15:08.565271] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:08.565963] [DEBUG] [LOCAL     ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt
[2025-10-11T14:15:08.566017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:08.566049] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:08.566078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:08.566134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:08.583236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:08.583829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:08.583939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:08.583978] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:08.617954] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:08.618035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:08.618071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:08.618099] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:08.621149] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-10-11T14:15:08.621405] [INFO ] [FORECASTER] Completed predict_future for WSR
[2025-10-11T14:15:08.621548] [INFO ] [sig       ] WSR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:08.761308] [INFO ] [LOCAL     ] Saved forecast: WSR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WSR.txt
[2025-10-11T14:15:08.761521] [INFO ] [sig       ] [1779/1823] Completed WSR in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 10.8s
[2025-10-11T14:15:08.761562] [INFO ] [sig       ] [1780/1823] Forecasting WST...
[2025-10-11T14:15:08.761592] [INFO ] [sig       ] Generating forecast for: WST
[2025-10-11T14:15:08.761623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'.
[2025-10-11T14:15:08.770072] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WST'.
[2025-10-11T14:15:08.770334] [INFO ] [FORECASTER] Starting predict_future for WST
[2025-10-11T14:15:08.800823] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:08.801849] [DEBUG] [LOCAL     ] No optimal features file found for WST: ./output/feature-sets/WST.txt
[2025-10-11T14:15:08.801909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:08.801957] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:08.802010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:08.802071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:08.818899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:08.819471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:08.819621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:08.819741] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:08.855382] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:08.855497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:08.855535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:08.855564] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:08.858879] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-10-11T14:15:08.859136] [INFO ] [FORECASTER] Completed predict_future for WST
[2025-10-11T14:15:08.859261] [INFO ] [sig       ] WST: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:08.999891] [INFO ] [LOCAL     ] Saved forecast: WST	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WST.txt
[2025-10-11T14:15:09.000264] [INFO ] [sig       ] [1780/1823] Completed WST in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 10.5s
[2025-10-11T14:15:09.000332] [INFO ] [sig       ] [1781/1823] Forecasting WT...
[2025-10-11T14:15:09.000387] [INFO ] [sig       ] Generating forecast for: WT
[2025-10-11T14:15:09.000424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'.
[2025-10-11T14:15:09.011259] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WT'.
[2025-10-11T14:15:09.011575] [INFO ] [FORECASTER] Starting predict_future for WT
[2025-10-11T14:15:09.036229] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:09.037000] [DEBUG] [LOCAL     ] No optimal features file found for WT: ./output/feature-sets/WT.txt
[2025-10-11T14:15:09.037053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:09.037088] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:09.037117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:09.037175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:09.054027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:09.054851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:09.054935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:09.054969] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:09.089253] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:09.089381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:09.089419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:09.089449] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:09.092701] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-10-11T14:15:09.092964] [INFO ] [FORECASTER] Completed predict_future for WT
[2025-10-11T14:15:09.093088] [INFO ] [sig       ] WT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:09.233846] [INFO ] [LOCAL     ] Saved forecast: WT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WT.txt
[2025-10-11T14:15:09.234051] [INFO ] [sig       ] [1781/1823] Completed WT in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 10.3s
[2025-10-11T14:15:09.234094] [INFO ] [sig       ] [1782/1823] Forecasting WTI...
[2025-10-11T14:15:09.234125] [INFO ] [sig       ] Generating forecast for: WTI
[2025-10-11T14:15:09.234156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-10-11T14:15:09.243541] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WTI'.
[2025-10-11T14:15:09.243831] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-10-11T14:15:09.268632] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:09.269318] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-10-11T14:15:09.269386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:09.269420] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:09.269448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:09.269510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:09.286702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:09.287222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:09.287300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:09.287334] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:09.313496] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:09.313570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:09.313605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:09.313634] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:09.319616] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2025-10-11T14:15:09.319898] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-10-11T14:15:09.320019] [INFO ] [sig       ] WTI: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:09.462048] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WTI.txt
[2025-10-11T14:15:09.462229] [INFO ] [sig       ] [1782/1823] Completed WTI in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 10.0s
[2025-10-11T14:15:09.462271] [INFO ] [sig       ] [1783/1823] Forecasting WTRG...
[2025-10-11T14:15:09.462301] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-10-11T14:15:09.462332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-10-11T14:15:09.470664] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WTRG'.
[2025-10-11T14:15:09.470930] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-10-11T14:15:09.495595] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:09.496278] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-10-11T14:15:09.496332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:09.496366] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:09.496400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:09.496469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:09.513781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:09.514293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:09.514369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:09.514403] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:09.539681] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:09.539762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:09.539797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:09.539825] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:09.542869] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-10-11T14:15:09.543116] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-10-11T14:15:09.543248] [INFO ] [sig       ] WTRG: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:09.683746] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WTRG.txt
[2025-10-11T14:15:09.683931] [INFO ] [sig       ] [1783/1823] Completed WTRG in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 9.8s
[2025-10-11T14:15:09.683973] [INFO ] [sig       ] [1784/1823] Forecasting WTS...
[2025-10-11T14:15:09.684004] [INFO ] [sig       ] Generating forecast for: WTS
[2025-10-11T14:15:09.684035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-10-11T14:15:09.692448] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WTS'.
[2025-10-11T14:15:09.692756] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-10-11T14:15:09.717708] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:09.718361] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-10-11T14:15:09.718425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:09.718465] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:09.718499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:09.718569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:09.735469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:09.736051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:09.736130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:09.736164] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:09.761460] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:09.761552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:09.761596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:09.761626] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:09.764720] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=52.86%)
[2025-10-11T14:15:09.764978] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-10-11T14:15:09.765103] [INFO ] [sig       ] WTS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:09.904472] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WTS.txt
[2025-10-11T14:15:09.904801] [INFO ] [sig       ] [1784/1823] Completed WTS in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 9.5s
[2025-10-11T14:15:09.904862] [INFO ] [sig       ] [1785/1823] Forecasting WTTR...
[2025-10-11T14:15:09.904896] [INFO ] [sig       ] Generating forecast for: WTTR
[2025-10-11T14:15:09.904927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'.
[2025-10-11T14:15:09.912999] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WTTR'.
[2025-10-11T14:15:09.913253] [INFO ] [FORECASTER] Starting predict_future for WTTR
[2025-10-11T14:15:09.937843] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:09.938521] [DEBUG] [LOCAL     ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt
[2025-10-11T14:15:09.938574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:09.938607] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:09.938635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:09.938736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:09.955566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:09.956108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:09.956187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:09.956220] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:09.982151] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:09.982229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:09.982265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:09.982296] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:09.985403] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-10-11T14:15:09.985673] [INFO ] [FORECASTER] Completed predict_future for WTTR
[2025-10-11T14:15:09.985826] [INFO ] [sig       ] WTTR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:10.126304] [INFO ] [LOCAL     ] Saved forecast: WTTR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/WTTR.txt
[2025-10-11T14:15:10.126480] [INFO ] [sig       ] [1785/1823] Completed WTTR in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 9.3s
[2025-10-11T14:15:10.126594] [INFO ] [sig       ] [1786/1823] Forecasting WU...
[2025-10-11T14:15:10.126672] [INFO ] [sig       ] Generating forecast for: WU
[2025-10-11T14:15:10.126725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'.
[2025-10-11T14:15:10.134828] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WU'.
[2025-10-11T14:15:10.135090] [INFO ] [FORECASTER] Starting predict_future for WU
[2025-10-11T14:15:10.160836] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:10.161532] [DEBUG] [LOCAL     ] No optimal features file found for WU: ./output/feature-sets/WU.txt
[2025-10-11T14:15:10.161587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:10.161620] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:10.161679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:10.161758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:10.179306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:10.179882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:10.179963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:10.179998] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:10.205879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:10.205955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:10.205989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:10.206016] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:10.208983] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-10-11T14:15:10.209227] [INFO ] [FORECASTER] Completed predict_future for WU
[2025-10-11T14:15:10.209343] [INFO ] [sig       ] WU: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:10.349442] [INFO ] [LOCAL     ] Saved forecast: WU	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WU.txt
[2025-10-11T14:15:10.349635] [INFO ] [sig       ] [1786/1823] Completed WU in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 9.0s
[2025-10-11T14:15:10.349714] [INFO ] [sig       ] [1787/1823] Forecasting WWW...
[2025-10-11T14:15:10.349751] [INFO ] [sig       ] Generating forecast for: WWW
[2025-10-11T14:15:10.349782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWW' from 'https://tdm.silogroup.org/data/derivative_storage/WWW.csv'.
[2025-10-11T14:15:10.358223] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WWW'.
[2025-10-11T14:15:10.358485] [INFO ] [FORECASTER] Starting predict_future for WWW
[2025-10-11T14:15:10.383116] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:10.383813] [DEBUG] [LOCAL     ] No optimal features file found for WWW: ./output/feature-sets/WWW.txt
[2025-10-11T14:15:10.383867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:10.383900] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:10.383928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:10.383988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:10.400987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:10.401498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:10.401573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:10.401606] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:10.433849] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:10.433925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:10.433959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:10.433987] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:10.436934] [DEBUG] [FORECASTER] WWW: Forecast T+1@11:T+2@11: UP (p=56.89%)
[2025-10-11T14:15:10.437181] [INFO ] [FORECASTER] Completed predict_future for WWW
[2025-10-11T14:15:10.437309] [INFO ] [sig       ] WWW: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:10.579491] [INFO ] [LOCAL     ] Saved forecast: WWW	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WWW.txt
[2025-10-11T14:15:10.579728] [INFO ] [sig       ] [1787/1823] Completed WWW in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 8.8s
[2025-10-11T14:15:10.579788] [INFO ] [sig       ] [1788/1823] Forecasting WY...
[2025-10-11T14:15:10.579822] [INFO ] [sig       ] Generating forecast for: WY
[2025-10-11T14:15:10.579854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-10-11T14:15:10.589054] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WY'.
[2025-10-11T14:15:10.589310] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-10-11T14:15:10.614623] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:10.615322] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-10-11T14:15:10.615376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:10.615410] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:10.615438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:10.615495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:10.632821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:10.633334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:10.633410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:10.633444] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:10.667377] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:10.667456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:10.667498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:10.667533] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:10.670517] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2025-10-11T14:15:10.670810] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-10-11T14:15:10.670943] [INFO ] [sig       ] WY: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:10.812123] [INFO ] [LOCAL     ] Saved forecast: WY	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/WY.txt
[2025-10-11T14:15:10.812317] [INFO ] [sig       ] [1788/1823] Completed WY in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 8.6s
[2025-10-11T14:15:10.812358] [INFO ] [sig       ] [1789/1823] Forecasting XFLT...
[2025-10-11T14:15:10.812388] [INFO ] [sig       ] Generating forecast for: XFLT
[2025-10-11T14:15:10.812427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'.
[2025-10-11T14:15:10.821017] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XFLT'.
[2025-10-11T14:15:10.821273] [INFO ] [FORECASTER] Starting predict_future for XFLT
[2025-10-11T14:15:10.845870] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:10.846560] [DEBUG] [LOCAL     ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt
[2025-10-11T14:15:10.846723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:10.846785] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:10.846819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:10.846878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:10.863873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:10.864387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:10.864467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:10.864500] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:10.898105] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:10.898176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:10.898210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:10.898238] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:10.901139] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: DOWN (p=27.30%)
[2025-10-11T14:15:10.901385] [INFO ] [FORECASTER] Completed predict_future for XFLT
[2025-10-11T14:15:10.901516] [INFO ] [sig       ] XFLT: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:11.041183] [INFO ] [LOCAL     ] Saved forecast: XFLT	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/XFLT.txt
[2025-10-11T14:15:11.041366] [INFO ] [sig       ] [1789/1823] Completed XFLT in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 8.3s
[2025-10-11T14:15:11.041407] [INFO ] [sig       ] [1790/1823] Forecasting XHR...
[2025-10-11T14:15:11.041438] [INFO ] [sig       ] Generating forecast for: XHR
[2025-10-11T14:15:11.041470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'.
[2025-10-11T14:15:11.050262] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XHR'.
[2025-10-11T14:15:11.050519] [INFO ] [FORECASTER] Starting predict_future for XHR
[2025-10-11T14:15:11.074990] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:11.075639] [DEBUG] [LOCAL     ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt
[2025-10-11T14:15:11.075719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:11.075754] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:11.075783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:11.075839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:11.092997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:11.093529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:11.093607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:11.093662] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:11.131581] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:11.131680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:11.131732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:11.131763] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:11.134718] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-10-11T14:15:11.134964] [INFO ] [FORECASTER] Completed predict_future for XHR
[2025-10-11T14:15:11.135091] [INFO ] [sig       ] XHR: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:11.274189] [INFO ] [LOCAL     ] Saved forecast: XHR	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/XHR.txt
[2025-10-11T14:15:11.274374] [INFO ] [sig       ] [1790/1823] Completed XHR in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 8.1s
[2025-10-11T14:15:11.274416] [INFO ] [sig       ] [1791/1823] Forecasting XOM...
[2025-10-11T14:15:11.274446] [INFO ] [sig       ] Generating forecast for: XOM
[2025-10-11T14:15:11.274477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-10-11T14:15:11.283288] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XOM'.
[2025-10-11T14:15:11.283535] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-10-11T14:15:11.307954] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:11.308627] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-10-11T14:15:11.308705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:11.308745] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:11.308774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:11.308831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:11.325833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:11.326346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:11.326422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:11.326455] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:11.360990] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:11.361063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:11.361098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:11.361126] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:11.364043] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=21.59%)
[2025-10-11T14:15:11.364287] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-10-11T14:15:11.364413] [INFO ] [sig       ] XOM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:11.503500] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/XOM.txt
[2025-10-11T14:15:11.503695] [INFO ] [sig       ] [1791/1823] Completed XOM in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 7.8s
[2025-10-11T14:15:11.503754] [INFO ] [sig       ] [1792/1823] Forecasting XPER...
[2025-10-11T14:15:11.503787] [INFO ] [sig       ] Generating forecast for: XPER
[2025-10-11T14:15:11.503818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'.
[2025-10-11T14:15:11.512273] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPER'.
[2025-10-11T14:15:11.512518] [INFO ] [FORECASTER] Starting predict_future for XPER
[2025-10-11T14:15:11.537067] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:11.537787] [DEBUG] [LOCAL     ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt
[2025-10-11T14:15:11.537841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:11.537875] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:11.537903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:11.537960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:11.554937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:11.555452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:11.555528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:11.555562] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:11.589180] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:11.589253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:11.589288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:11.589316] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:11.592256] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-10-11T14:15:11.592500] [INFO ] [FORECASTER] Completed predict_future for XPER
[2025-10-11T14:15:11.592674] [INFO ] [sig       ] XPER: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:11.732284] [INFO ] [LOCAL     ] Saved forecast: XPER	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/XPER.txt
[2025-10-11T14:15:11.732490] [INFO ] [sig       ] [1792/1823] Completed XPER in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 7.6s
[2025-10-11T14:15:11.732536] [INFO ] [sig       ] [1793/1823] Forecasting XPEV...
[2025-10-11T14:15:11.732566] [INFO ] [sig       ] Generating forecast for: XPEV
[2025-10-11T14:15:11.732598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'.
[2025-10-11T14:15:11.740826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPEV'.
[2025-10-11T14:15:11.741065] [INFO ] [FORECASTER] Starting predict_future for XPEV
[2025-10-11T14:15:11.765305] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:11.765993] [DEBUG] [LOCAL     ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt
[2025-10-11T14:15:11.766048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:11.766082] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:11.766111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:11.766168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:11.783156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:11.783698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:11.783778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:11.783813] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:11.819418] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:11.819493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:11.819528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:11.819557] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:11.823197] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-10-11T14:15:11.823442] [INFO ] [FORECASTER] Completed predict_future for XPEV
[2025-10-11T14:15:11.823573] [INFO ] [sig       ] XPEV: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:11.962586] [INFO ] [LOCAL     ] Saved forecast: XPEV	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/XPEV.txt
[2025-10-11T14:15:11.962794] [INFO ] [sig       ] [1793/1823] Completed XPEV in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 7.3s
[2025-10-11T14:15:11.962854] [INFO ] [sig       ] [1794/1823] Forecasting XPO...
[2025-10-11T14:15:11.962887] [INFO ] [sig       ] Generating forecast for: XPO
[2025-10-11T14:15:11.962918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-10-11T14:15:11.971565] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPO'.
[2025-10-11T14:15:11.971836] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-10-11T14:15:11.996377] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:11.997113] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-10-11T14:15:11.997171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:11.997205] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:11.997234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:11.997291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:12.013989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:12.014498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:12.014575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:12.014608] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:12.048423] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:12.048496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:12.048531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:12.048560] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:12.051496] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-10-11T14:15:12.051785] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-10-11T14:15:12.051919] [INFO ] [sig       ] XPO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:12.193910] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/XPO.txt
[2025-10-11T14:15:12.194126] [INFO ] [sig       ] [1794/1823] Completed XPO in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 7.1s
[2025-10-11T14:15:12.194186] [INFO ] [sig       ] [1795/1823] Forecasting XPOF...
[2025-10-11T14:15:12.194219] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-10-11T14:15:12.194251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-10-11T14:15:12.202575] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPOF'.
[2025-10-11T14:15:12.202839] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-10-11T14:15:12.227185] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:12.227897] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-10-11T14:15:12.227950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:12.227983] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:12.228012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:12.228068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:12.244987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:12.245498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:12.245574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:12.245608] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:12.278986] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:12.279055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:12.279505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:12.279544] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:12.283635] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-10-11T14:15:12.283905] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-10-11T14:15:12.284028] [INFO ] [sig       ] XPOF: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:12.421733] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/XPOF.txt
[2025-10-11T14:15:12.421898] [INFO ] [sig       ] [1795/1823] Completed XPOF in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 6.8s
[2025-10-11T14:15:12.421940] [INFO ] [sig       ] [1796/1823] Forecasting XPRO...
[2025-10-11T14:15:12.421970] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-10-11T14:15:12.422001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-10-11T14:15:12.430561] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XPRO'.
[2025-10-11T14:15:12.430837] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-10-11T14:15:12.455232] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:12.455949] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-10-11T14:15:12.456004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:12.456050] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:12.456080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:12.456137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:12.473301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:12.473858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:12.473936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:12.473970] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:12.509629] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:12.509723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:12.509762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:12.509789] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:12.512756] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-10-11T14:15:12.513001] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-10-11T14:15:12.513129] [INFO ] [sig       ] XPRO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:12.651381] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/XPRO.txt
[2025-10-11T14:15:12.651549] [INFO ] [sig       ] [1796/1823] Completed XPRO in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 6.6s
[2025-10-11T14:15:12.651590] [INFO ] [sig       ] [1797/1823] Forecasting XYF...
[2025-10-11T14:15:12.651621] [INFO ] [sig       ] Generating forecast for: XYF
[2025-10-11T14:15:12.651683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-10-11T14:15:12.662928] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XYF'.
[2025-10-11T14:15:12.663569] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-10-11T14:15:12.690991] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:12.691846] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-10-11T14:15:12.691903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:12.691940] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:12.691968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:12.692028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:12.710306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:12.711243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:12.711344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:12.711380] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:12.748140] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:12.748356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:12.748404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:12.748435] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:12.752508] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-10-11T14:15:12.752836] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-10-11T14:15:12.752991] [INFO ] [sig       ] XYF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:12.894000] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/XYF.txt
[2025-10-11T14:15:12.894286] [INFO ] [sig       ] [1797/1823] Completed XYF in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 6.4s
[2025-10-11T14:15:12.894331] [INFO ] [sig       ] [1798/1823] Forecasting XYL...
[2025-10-11T14:15:12.894363] [INFO ] [sig       ] Generating forecast for: XYL
[2025-10-11T14:15:12.894396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-10-11T14:15:12.903865] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'XYL'.
[2025-10-11T14:15:12.904227] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-10-11T14:15:12.929191] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:12.929938] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-10-11T14:15:12.929993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:12.930026] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:12.930055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:12.930113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:12.946823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:12.947450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:12.947544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:12.947577] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:12.980726] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:12.980839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:12.980878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:12.980906] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:12.984083] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=65.68%)
[2025-10-11T14:15:12.984348] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-10-11T14:15:12.984488] [INFO ] [sig       ] XYL: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:13.131831] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/XYL.txt
[2025-10-11T14:15:13.132296] [INFO ] [sig       ] [1798/1823] Completed XYL in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 6.1s
[2025-10-11T14:15:13.132363] [INFO ] [sig       ] [1799/1823] Forecasting YALA...
[2025-10-11T14:15:13.132399] [INFO ] [sig       ] Generating forecast for: YALA
[2025-10-11T14:15:13.132434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-10-11T14:15:13.143589] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YALA'.
[2025-10-11T14:15:13.143953] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-10-11T14:15:13.168736] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:13.169437] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-10-11T14:15:13.169491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:13.169525] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:13.169551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:13.169619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:13.186231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:13.186844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:13.186935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:13.186988] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:13.223364] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:13.223433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:13.223467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:13.223494] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:13.226443] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-10-11T14:15:13.226765] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-10-11T14:15:13.226941] [INFO ] [sig       ] YALA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:13.364290] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/YALA.txt
[2025-10-11T14:15:13.364480] [INFO ] [sig       ] [1799/1823] Completed YALA in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 5.9s
[2025-10-11T14:15:13.364521] [INFO ] [sig       ] [1800/1823] Forecasting YELP...
[2025-10-11T14:15:13.364551] [INFO ] [sig       ] Generating forecast for: YELP
[2025-10-11T14:15:13.364583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-10-11T14:15:13.373346] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YELP'.
[2025-10-11T14:15:13.373595] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-10-11T14:15:13.397921] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:13.398563] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-10-11T14:15:13.398616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:13.398676] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:13.398724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:13.398784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:13.415371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:13.415926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:13.416006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:13.416039] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:13.450492] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:13.450565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:13.450599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:13.450627] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:13.453558] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-10-11T14:15:13.453830] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-10-11T14:15:13.453967] [INFO ] [sig       ] YELP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:13.591379] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/YELP.txt
[2025-10-11T14:15:13.591558] [INFO ] [sig       ] [1800/1823] Completed YELP in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 5.6s
[2025-10-11T14:15:13.591599] [INFO ] [sig       ] [1801/1823] Forecasting YETI...
[2025-10-11T14:15:13.591629] [INFO ] [sig       ] Generating forecast for: YETI
[2025-10-11T14:15:13.591697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-10-11T14:15:13.601414] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YETI'.
[2025-10-11T14:15:13.601784] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-10-11T14:15:13.627471] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:13.628203] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-10-11T14:15:13.628259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:13.628294] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:13.628322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:13.628380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:13.649674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:13.650728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:13.650831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:13.650893] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:13.687354] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:13.687447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:13.687486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:13.687515] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:13.691374] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-10-11T14:15:13.691682] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-10-11T14:15:13.691833] [INFO ] [sig       ] YETI: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:13.837797] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/YETI.txt
[2025-10-11T14:15:13.838076] [INFO ] [sig       ] [1801/1823] Completed YETI in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 5.4s
[2025-10-11T14:15:13.838121] [INFO ] [sig       ] [1802/1823] Forecasting YEXT...
[2025-10-11T14:15:13.838152] [INFO ] [sig       ] Generating forecast for: YEXT
[2025-10-11T14:15:13.838185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'.
[2025-10-11T14:15:13.847427] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YEXT'.
[2025-10-11T14:15:13.847785] [INFO ] [FORECASTER] Starting predict_future for YEXT
[2025-10-11T14:15:13.874126] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:13.874924] [DEBUG] [LOCAL     ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt
[2025-10-11T14:15:13.874980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:13.875013] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:13.875042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:13.875101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:13.892381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:13.893003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:13.893087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:13.893120] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:13.929592] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:13.929715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:13.929763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:13.929794] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:13.932926] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: UP (p=63.67%)
[2025-10-11T14:15:13.933184] [INFO ] [FORECASTER] Completed predict_future for YEXT
[2025-10-11T14:15:13.933328] [INFO ] [sig       ] YEXT: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:14.078137] [INFO ] [LOCAL     ] Saved forecast: YEXT	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/YEXT.txt
[2025-10-11T14:15:14.078401] [INFO ] [sig       ] [1802/1823] Completed YEXT in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 5.1s
[2025-10-11T14:15:14.078445] [INFO ] [sig       ] [1803/1823] Forecasting YMM...
[2025-10-11T14:15:14.078475] [INFO ] [sig       ] Generating forecast for: YMM
[2025-10-11T14:15:14.078507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-10-11T14:15:14.087836] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YMM'.
[2025-10-11T14:15:14.088131] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-10-11T14:15:14.113782] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:14.114462] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-10-11T14:15:14.114518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:14.114567] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:14.114596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:14.114684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:14.132424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:14.133034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:14.133123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:14.133158] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:14.173247] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:14.173381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:14.173443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:14.173498] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:14.177243] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-10-11T14:15:14.177629] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-10-11T14:15:14.177815] [INFO ] [sig       ] YMM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:14.324212] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/YMM.txt
[2025-10-11T14:15:14.324551] [INFO ] [sig       ] [1803/1823] Completed YMM in 0.2s | 4.09 sym/s | Total: 7.3m | ETA: 4.9s
[2025-10-11T14:15:14.324634] [INFO ] [sig       ] [1804/1823] Forecasting YOU...
[2025-10-11T14:15:14.324712] [INFO ] [sig       ] Generating forecast for: YOU
[2025-10-11T14:15:14.324774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'.
[2025-10-11T14:15:14.335053] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YOU'.
[2025-10-11T14:15:14.335449] [INFO ] [FORECASTER] Starting predict_future for YOU
[2025-10-11T14:15:14.366547] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:14.367387] [DEBUG] [LOCAL     ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt
[2025-10-11T14:15:14.367444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:14.367480] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:14.367508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:14.367567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:14.385105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:14.385681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:14.385789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:14.385844] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:14.423276] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:14.423485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:14.423535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:14.423568] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:14.428168] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-10-11T14:15:14.428723] [INFO ] [FORECASTER] Completed predict_future for YOU
[2025-10-11T14:15:14.428939] [INFO ] [sig       ] YOU: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:14.585082] [INFO ] [LOCAL     ] Saved forecast: YOU	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/YOU.txt
[2025-10-11T14:15:14.585342] [INFO ] [sig       ] [1804/1823] Completed YOU in 0.3s | 4.09 sym/s | Total: 7.3m | ETA: 4.6s
[2025-10-11T14:15:14.585386] [INFO ] [sig       ] [1805/1823] Forecasting YPF...
[2025-10-11T14:15:14.585417] [INFO ] [sig       ] Generating forecast for: YPF
[2025-10-11T14:15:14.585448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-10-11T14:15:14.594783] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YPF'.
[2025-10-11T14:15:14.595070] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-10-11T14:15:14.619879] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:14.620569] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-10-11T14:15:14.620623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:14.620693] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:14.620776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:14.620845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:14.637596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:14.638169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:14.638251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:14.638284] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:14.673422] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:14.673509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:14.673546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:14.673574] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:14.676670] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-10-11T14:15:14.676941] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-10-11T14:15:14.677070] [INFO ] [sig       ] YPF: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:14.817412] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/YPF.txt
[2025-10-11T14:15:14.817704] [INFO ] [sig       ] [1805/1823] Completed YPF in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 4.4s
[2025-10-11T14:15:14.817767] [INFO ] [sig       ] [1806/1823] Forecasting YRD...
[2025-10-11T14:15:14.817801] [INFO ] [sig       ] Generating forecast for: YRD
[2025-10-11T14:15:14.817835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-10-11T14:15:14.827278] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YRD'.
[2025-10-11T14:15:14.827616] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-10-11T14:15:14.852631] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:14.853425] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-10-11T14:15:14.853480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:14.853514] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:14.853544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:14.853608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:14.870475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:14.871100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:14.871183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:14.871217] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:14.911149] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:14.911356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:14.911423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:14.911478] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:14.915415] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2025-10-11T14:15:14.915806] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-10-11T14:15:14.915959] [INFO ] [sig       ] YRD: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:15.056079] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/YRD.txt
[2025-10-11T14:15:15.056370] [INFO ] [sig       ] [1806/1823] Completed YRD in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 4.2s
[2025-10-11T14:15:15.056412] [INFO ] [sig       ] [1807/1823] Forecasting YSG...
[2025-10-11T14:15:15.056442] [INFO ] [sig       ] Generating forecast for: YSG
[2025-10-11T14:15:15.056473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-10-11T14:15:15.065663] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YSG'.
[2025-10-11T14:15:15.065972] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-10-11T14:15:15.091197] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:15.092006] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-10-11T14:15:15.092061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:15.092095] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:15.092124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:15.092181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:15.109229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:15.110094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:15.110184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:15.110218] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:15.147415] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:15.147566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:15.147605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:15.147634] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:15.150915] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-10-11T14:15:15.151182] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-10-11T14:15:15.151318] [INFO ] [sig       ] YSG: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:15.294859] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/YSG.txt
[2025-10-11T14:15:15.295095] [INFO ] [sig       ] [1807/1823] Completed YSG in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 3.9s
[2025-10-11T14:15:15.295138] [INFO ] [sig       ] [1808/1823] Forecasting YUM...
[2025-10-11T14:15:15.295170] [INFO ] [sig       ] Generating forecast for: YUM
[2025-10-11T14:15:15.295202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-10-11T14:15:15.304404] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YUM'.
[2025-10-11T14:15:15.304679] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-10-11T14:15:15.331815] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:15.332687] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-10-11T14:15:15.332751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:15.332788] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:15.332816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:15.332874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:15.351976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:15.352913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:15.353005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:15.353041] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:15.387925] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:15.388126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:15.388168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:15.388197] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:15.393367] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-10-11T14:15:15.393638] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-10-11T14:15:15.393813] [INFO ] [sig       ] YUM: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:15.535403] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/YUM.txt
[2025-10-11T14:15:15.535628] [INFO ] [sig       ] [1808/1823] Completed YUM in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 3.7s
[2025-10-11T14:15:15.535711] [INFO ] [sig       ] [1809/1823] Forecasting YUMC...
[2025-10-11T14:15:15.535753] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-10-11T14:15:15.535786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-10-11T14:15:15.544774] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'YUMC'.
[2025-10-11T14:15:15.545056] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-10-11T14:15:15.569520] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:15.570209] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-10-11T14:15:15.570262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:15.570295] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:15.570323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:15.570379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:15.587298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:15.587862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:15.587941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:15.587975] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:15.622619] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:15.622736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:15.622780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:15.622811] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:15.625846] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=61.38%)
[2025-10-11T14:15:15.626093] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-10-11T14:15:15.626221] [INFO ] [sig       ] YUMC: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:15.770319] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/YUMC.txt
[2025-10-11T14:15:15.770563] [INFO ] [sig       ] [1809/1823] Completed YUMC in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 3.4s
[2025-10-11T14:15:15.770622] [INFO ] [sig       ] [1810/1823] Forecasting ZBH...
[2025-10-11T14:15:15.770688] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-10-11T14:15:15.770736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-10-11T14:15:15.780306] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZBH'.
[2025-10-11T14:15:15.780588] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-10-11T14:15:15.805614] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:15.806337] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-10-11T14:15:15.806390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:15.806441] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:15.806470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:15.806526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:15.823551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:15.824208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:15.824302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:15.824356] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:15.859912] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:15.860039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:15.860085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:15.860114] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:15.864304] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-10-11T14:15:15.864584] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-10-11T14:15:15.864759] [INFO ] [sig       ] ZBH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:16.003801] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ZBH.txt
[2025-10-11T14:15:16.004041] [INFO ] [sig       ] [1810/1823] Completed ZBH in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 3.2s
[2025-10-11T14:15:16.004085] [INFO ] [sig       ] [1811/1823] Forecasting ZEPP...
[2025-10-11T14:15:16.004116] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-10-11T14:15:16.004148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-10-11T14:15:16.012635] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'ZEPP'.
[2025-10-11T14:15:16.012913] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-10-11T14:15:16.037615] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:16.038301] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-10-11T14:15:16.038355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:16.038388] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:16.038416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:16.038472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:16.055163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:16.055713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:16.055794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:16.055828] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:16.092688] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:16.092795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:16.092833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:16.092861] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:16.095930] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=57.19%)
[2025-10-11T14:15:16.096185] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-10-11T14:15:16.096762] [INFO ] [sig       ] ZEPP: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:16.235458] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ZEPP.txt
[2025-10-11T14:15:16.235692] [INFO ] [sig       ] [1811/1823] Completed ZEPP in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 2.9s
[2025-10-11T14:15:16.235752] [INFO ] [sig       ] [1812/1823] Forecasting ZETA...
[2025-10-11T14:15:16.235786] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-10-11T14:15:16.235818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-10-11T14:15:16.244848] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZETA'.
[2025-10-11T14:15:16.245129] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-10-11T14:15:16.270175] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:16.270903] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-10-11T14:15:16.270958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:16.270992] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:16.271020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:16.271077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:16.288293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:16.289086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:16.289168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:16.289201] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:16.325752] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:16.325845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:16.325882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:16.325910] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:16.329058] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-10-11T14:15:16.329315] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-10-11T14:15:16.329446] [INFO ] [sig       ] ZETA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:16.473338] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ZETA.txt
[2025-10-11T14:15:16.473561] [INFO ] [sig       ] [1812/1823] Completed ZETA in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 2.7s
[2025-10-11T14:15:16.473603] [INFO ] [sig       ] [1813/1823] Forecasting ZGN...
[2025-10-11T14:15:16.473633] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-10-11T14:15:16.473705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-10-11T14:15:16.483230] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZGN'.
[2025-10-11T14:15:16.483604] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-10-11T14:15:16.508984] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:16.509807] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-10-11T14:15:16.509862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:16.509897] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:16.509926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:16.509986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:16.527323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:16.527937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:16.528022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:16.528056] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:16.563674] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:16.563770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:16.563806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:16.563835] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:16.566883] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-10-11T14:15:16.567141] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-10-11T14:15:16.567298] [INFO ] [sig       ] ZGN: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:16.706801] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ZGN.txt
[2025-10-11T14:15:16.707040] [INFO ] [sig       ] [1813/1823] Completed ZGN in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 2.4s
[2025-10-11T14:15:16.707084] [INFO ] [sig       ] [1814/1823] Forecasting ZH...
[2025-10-11T14:15:16.707115] [INFO ] [sig       ] Generating forecast for: ZH
[2025-10-11T14:15:16.707146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-10-11T14:15:16.715466] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZH'.
[2025-10-11T14:15:16.715750] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-10-11T14:15:16.741566] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:16.742321] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-10-11T14:15:16.742378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:16.742413] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:16.742443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:16.742503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:16.759850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:16.760383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:16.760464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:16.760498] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:16.794784] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:16.794876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:16.794912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:16.794939] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:16.798146] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-10-11T14:15:16.798394] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-10-11T14:15:16.798526] [INFO ] [sig       ] ZH: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:16.939267] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ZH.txt
[2025-10-11T14:15:16.939494] [INFO ] [sig       ] [1814/1823] Completed ZH in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 2.2s
[2025-10-11T14:15:16.939537] [INFO ] [sig       ] [1815/1823] Forecasting ZIM...
[2025-10-11T14:15:16.939567] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-10-11T14:15:16.939675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-10-11T14:15:16.948778] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZIM'.
[2025-10-11T14:15:16.949037] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-10-11T14:15:16.973979] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:16.974788] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-10-11T14:15:16.974843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:16.974876] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:16.974904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:16.974961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:16.991869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:16.992416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:16.992496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:16.992529] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:17.027368] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:17.027478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:17.027516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:17.027544] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:17.030574] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-10-11T14:15:17.030860] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-10-11T14:15:17.030991] [INFO ] [sig       ] ZIM: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:17.175615] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ZIM.txt
[2025-10-11T14:15:17.175916] [INFO ] [sig       ] [1815/1823] Completed ZIM in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 2.0s
[2025-10-11T14:15:17.175977] [INFO ] [sig       ] [1816/1823] Forecasting ZIP...
[2025-10-11T14:15:17.176012] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-10-11T14:15:17.176052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-10-11T14:15:17.186719] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZIP'.
[2025-10-11T14:15:17.187160] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-10-11T14:15:17.214574] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:17.215316] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-10-11T14:15:17.215370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:17.215415] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:17.215468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:17.215530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:17.232457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:17.233098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:17.233178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:17.233211] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:17.267112] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:17.267226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:17.267264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:17.267291] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:17.270473] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=22.00%)
[2025-10-11T14:15:17.270776] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-10-11T14:15:17.270915] [INFO ] [sig       ] ZIP: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:17.412159] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ZIP.txt
[2025-10-11T14:15:17.412364] [INFO ] [sig       ] [1816/1823] Completed ZIP in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 1.7s
[2025-10-11T14:15:17.412407] [INFO ] [sig       ] [1817/1823] Forecasting ZK...
[2025-10-11T14:15:17.412439] [INFO ] [sig       ] Generating forecast for: ZK
[2025-10-11T14:15:17.412471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZK' from 'https://tdm.silogroup.org/data/derivative_storage/ZK.csv'.
[2025-10-11T14:15:17.422054] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZK'.
[2025-10-11T14:15:17.422321] [INFO ] [FORECASTER] Starting predict_future for ZK
[2025-10-11T14:15:17.446978] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:17.447735] [DEBUG] [LOCAL     ] No optimal features file found for ZK: ./output/feature-sets/ZK.txt
[2025-10-11T14:15:17.447791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:17.447841] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:17.447870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:17.447928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:17.464855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:17.465384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:17.465461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:17.465495] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:17.499935] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:17.500085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:17.500126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:17.500157] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:17.503582] [DEBUG] [FORECASTER] ZK: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-10-11T14:15:17.503896] [INFO ] [FORECASTER] Completed predict_future for ZK
[2025-10-11T14:15:17.504033] [INFO ] [sig       ] ZK: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:17.643397] [INFO ] [LOCAL     ] Saved forecast: ZK	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ZK.txt
[2025-10-11T14:15:17.643605] [INFO ] [sig       ] [1817/1823] Completed ZK in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 1.5s
[2025-10-11T14:15:17.643674] [INFO ] [sig       ] [1818/1823] Forecasting ZKH...
[2025-10-11T14:15:17.643725] [INFO ] [sig       ] Generating forecast for: ZKH
[2025-10-11T14:15:17.643760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZKH' from 'https://tdm.silogroup.org/data/derivative_storage/ZKH.csv'.
[2025-10-11T14:15:17.653443] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'ZKH'.
[2025-10-11T14:15:17.653936] [INFO ] [FORECASTER] Starting predict_future for ZKH
[2025-10-11T14:15:17.679022] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:17.679793] [DEBUG] [LOCAL     ] No optimal features file found for ZKH: ./output/feature-sets/ZKH.txt
[2025-10-11T14:15:17.679935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:17.679980] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:17.680011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:17.680117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:17.697039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:17.697617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:17.697727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:17.697770] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:17.734721] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:17.734915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:17.734964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:17.734997] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:17.739270] [DEBUG] [FORECASTER] ZKH: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-10-11T14:15:17.739586] [INFO ] [FORECASTER] Completed predict_future for ZKH
[2025-10-11T14:15:17.739777] [INFO ] [sig       ] ZKH: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:17.885163] [INFO ] [LOCAL     ] Saved forecast: ZKH	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ZKH.txt
[2025-10-11T14:15:17.885475] [INFO ] [sig       ] [1818/1823] Completed ZKH in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 1.2s
[2025-10-11T14:15:17.885537] [INFO ] [sig       ] [1819/1823] Forecasting ZTO...
[2025-10-11T14:15:17.885572] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-10-11T14:15:17.885615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-10-11T14:15:17.896037] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZTO'.
[2025-10-11T14:15:17.896356] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-10-11T14:15:17.923378] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:17.924245] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-10-11T14:15:17.924300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:17.924335] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:17.924362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:17.924418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:17.941452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:17.942106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:17.942191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:17.942226] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:17.976205] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:17.976322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:17.976359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:17.976389] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:17.979805] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-10-11T14:15:17.980079] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-10-11T14:15:17.980211] [INFO ] [sig       ] ZTO: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:18.127692] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ZTO.txt
[2025-10-11T14:15:18.127923] [INFO ] [sig       ] [1819/1823] Completed ZTO in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 1.0s
[2025-10-11T14:15:18.127968] [INFO ] [sig       ] [1820/1823] Forecasting ZTR...
[2025-10-11T14:15:18.127998] [INFO ] [sig       ] Generating forecast for: ZTR
[2025-10-11T14:15:18.128029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'.
[2025-10-11T14:15:18.136566] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZTR'.
[2025-10-11T14:15:18.136877] [INFO ] [FORECASTER] Starting predict_future for ZTR
[2025-10-11T14:15:18.161687] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:18.162374] [DEBUG] [LOCAL     ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt
[2025-10-11T14:15:18.162428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:18.162461] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:18.162490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:18.162546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:18.179743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:18.180283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:18.180360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:18.180394] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:18.220930] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:18.221054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:18.221094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:18.221125] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:18.224845] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: UP (p=54.40%)
[2025-10-11T14:15:18.225137] [INFO ] [FORECASTER] Completed predict_future for ZTR
[2025-10-11T14:15:18.225280] [INFO ] [sig       ] ZTR: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:18.366821] [INFO ] [LOCAL     ] Saved forecast: ZTR	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ZTR.txt
[2025-10-11T14:15:18.367073] [INFO ] [sig       ] [1820/1823] Completed ZTR in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 0.7s
[2025-10-11T14:15:18.367120] [INFO ] [sig       ] [1821/1823] Forecasting ZTS...
[2025-10-11T14:15:18.367151] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-10-11T14:15:18.367194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-10-11T14:15:18.375841] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'ZTS'.
[2025-10-11T14:15:18.376117] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-10-11T14:15:18.401376] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:18.402123] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-10-11T14:15:18.402176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:18.402209] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:18.402238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:18.402296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:18.419323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:18.419908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:18.420025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:18.420064] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:18.450123] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:18.450232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:18.450270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:18.450299] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:18.453441] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-10-11T14:15:18.453726] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-10-11T14:15:18.453860] [INFO ] [sig       ] ZTS: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:18.596015] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ZTS.txt
[2025-10-11T14:15:18.596296] [INFO ] [sig       ] [1821/1823] Completed ZTS in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 0.5s
[2025-10-11T14:15:18.596342] [INFO ] [sig       ] [1822/1823] Forecasting ZVIA...
[2025-10-11T14:15:18.596372] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-10-11T14:15:18.596405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-10-11T14:15:18.605465] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZVIA'.
[2025-10-11T14:15:18.605824] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-10-11T14:15:18.631051] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:18.631785] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-10-11T14:15:18.631840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:18.631873] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:18.631902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:18.631959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:18.653405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:18.654377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:18.654478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:18.654531] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:18.687676] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:18.687782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:18.687839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:18.687870] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:18.691125] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-10-11T14:15:18.691378] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-10-11T14:15:18.691541] [INFO ] [sig       ] ZVIA: Forecast for 2025-10-10: DOWN (sign=0.00)
[2025-10-11T14:15:18.833199] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-10-13	0 -> ./output/forecasts/individual/2025-10-13/ZVIA.txt
[2025-10-11T14:15:18.833435] [INFO ] [sig       ] [1822/1823] Completed ZVIA in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 0.2s
[2025-10-11T14:15:18.833516] [INFO ] [sig       ] [1823/1823] Forecasting ZWS...
[2025-10-11T14:15:18.833579] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-10-11T14:15:18.833637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-10-11T14:15:18.844889] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ZWS'.
[2025-10-11T14:15:18.845200] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-10-11T14:15:18.870979] [DEBUG] [FEATURES  ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days)
[2025-10-11T14:15:18.871724] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-10-11T14:15:18.871780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-10-11T14:15:18.871814] [DEBUG] [FORECASTER] Starting train method
[2025-10-11T14:15:18.871841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-11T14:15:18.871897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-11T14:15:18.889413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-11T14:15:18.890033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-11T14:15:18.890115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-11T14:15:18.890149] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-11T14:15:18.922165] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-11T14:15:18.922257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-11T14:15:18.922294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-11T14:15:18.922322] [INFO ] [FORECASTER] Training complete
[2025-10-11T14:15:18.925478] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=63.19%)
[2025-10-11T14:15:18.925785] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-10-11T14:15:18.925921] [INFO ] [sig       ] ZWS: Forecast for 2025-10-10: UP (sign=1.00)
[2025-10-11T14:15:19.067108] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-10-13	1 -> ./output/forecasts/individual/2025-10-13/ZWS.txt
[2025-10-11T14:15:19.067319] [INFO ] [sig       ] [1823/1823] Completed ZWS in 0.2s | 4.09 sym/s | Total: 7.4m | ETA: 0.0s
[2025-10-11T14:15:19.067393] [INFO ] [sig       ] ==================================================
[2025-10-11T14:15:19.067462] [INFO ] [sig       ] Forecasts complete: 1823/1823 symbols succeeded
[2025-10-11T14:15:19.067518] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-10-11T14:15:19.067561] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-10-11T14:15:19.067724] [INFO ] [sig       ] Found 2 forecast dates to process
[2025-10-11T14:15:19.067778] [INFO ] [sig       ] [1/2] Processing report for 2025-10-10...
[2025-10-11T14:15:19.067843] [INFO ] [sig       ] [1/2] Report for 2025-10-10 already exists, skipping...
[2025-10-11T14:15:19.067897] [INFO ] [sig       ] [2/2] Processing report for 2025-10-13...
[2025-10-11T14:15:19.138055] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.138481] [DEBUG] [LOCAL     ] Loaded configuration for TNET: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.138819] [DEBUG] [LOCAL     ] Loaded configuration for CON: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.139168] [DEBUG] [LOCAL     ] Loaded configuration for LXFR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.139261] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.139348] [DEBUG] [LOCAL     ] Loaded configuration for ABEV: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.139697] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.140040] [DEBUG] [LOCAL     ] Loaded configuration for MP: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.140384] [DEBUG] [LOCAL     ] Loaded configuration for WK: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.140766] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.141149] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.141567] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.141965] [DEBUG] [LOCAL     ] Loaded configuration for MGRB: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.142296] [DEBUG] [LOCAL     ] Loaded configuration for CEE: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.142406] [DEBUG] [LOCAL     ] Loaded configuration for RGT: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.142817] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.143162] [DEBUG] [LOCAL     ] Loaded configuration for IOT: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.143534] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.143937] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.144285] [DEBUG] [LOCAL     ] Loaded configuration for GDIV: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.144708] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.144816] [DEBUG] [LOCAL     ] Loaded configuration for QVCD: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.145169] [DEBUG] [LOCAL     ] Loaded configuration for TV: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.145680] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.145791] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.146140] [DEBUG] [LOCAL     ] Loaded configuration for J: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.146478] [DEBUG] [LOCAL     ] Loaded configuration for DLR: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.146830] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.147191] [DEBUG] [LOCAL     ] Loaded configuration for WOW: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.148339] [DEBUG] [LOCAL     ] Loaded configuration for GHLD: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.148816] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.148931] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.149262] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.149679] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.149809] [DEBUG] [LOCAL     ] Loaded configuration for RY: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.149934] [DEBUG] [LOCAL     ] Loaded configuration for MVT: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.150250] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.150559] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.150943] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.151247] [DEBUG] [LOCAL     ] Loaded configuration for VIST: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.151379] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.151697] [DEBUG] [LOCAL     ] Loaded configuration for UVV: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.151999] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.152105] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.152384] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.152713] [DEBUG] [LOCAL     ] Loaded configuration for GL: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.152820] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.153140] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.153515] [DEBUG] [LOCAL     ] Loaded configuration for KMPR: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.153678] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.154057] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.154441] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.154777] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.155104] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.155410] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.155535] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.155922] [DEBUG] [LOCAL     ] Loaded configuration for SHW: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.156221] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.156507] [DEBUG] [LOCAL     ] Loaded configuration for AVTR: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.156630] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.156761] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.157054] [DEBUG] [LOCAL     ] Loaded configuration for ACV: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.157180] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.157518] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.157847] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.158161] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.158478] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.158798] [DEBUG] [LOCAL     ] Loaded configuration for MFSG: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.158887] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.159199] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 6 features, 80.0% accuracy
[2025-10-11T14:15:19.159590] [DEBUG] [LOCAL     ] Loaded configuration for HGER: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.159989] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.160327] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.160680] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.160807] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.160896] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.161289] [DEBUG] [LOCAL     ] Loaded configuration for UZF: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.161617] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.161997] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.162305] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.162673] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.163010] [DEBUG] [LOCAL     ] Loaded configuration for WTTR: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.163374] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.163692] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.164060] [DEBUG] [LOCAL     ] Loaded configuration for SILA: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.164174] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.164504] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.165590] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.165942] [DEBUG] [LOCAL     ] Loaded configuration for HYT: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.166317] [DEBUG] [LOCAL     ] Loaded configuration for BIT: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.166701] [DEBUG] [LOCAL     ] Loaded configuration for YEXT: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.167080] [DEBUG] [LOCAL     ] Loaded configuration for VHI: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.167399] [DEBUG] [LOCAL     ] Loaded configuration for FTV: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.167813] [DEBUG] [LOCAL     ] Loaded configuration for ZTR: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.168110] [DEBUG] [LOCAL     ] Loaded configuration for VATE: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.168390] [DEBUG] [LOCAL     ] Loaded configuration for AHT: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.168711] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.169126] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.169453] [DEBUG] [LOCAL     ] Loaded configuration for IP: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.169810] [DEBUG] [LOCAL     ] Loaded configuration for BGT: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.170119] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.170486] [DEBUG] [LOCAL     ] Loaded configuration for CB: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.170593] [DEBUG] [LOCAL     ] Loaded configuration for PDT: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.170956] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.171265] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.171589] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.171955] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.172262] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.172370] [DEBUG] [LOCAL     ] Loaded configuration for NXDT: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.172703] [DEBUG] [LOCAL     ] Loaded configuration for LION: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.173103] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.173429] [DEBUG] [LOCAL     ] Loaded configuration for TISI: 1 features, 40.0% accuracy
[2025-10-11T14:15:19.173794] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.174119] [DEBUG] [LOCAL     ] Loaded configuration for JHS: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.174234] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.174562] [DEBUG] [LOCAL     ] Loaded configuration for XPEV: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.174898] [DEBUG] [LOCAL     ] Loaded configuration for BLW: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.175044] [DEBUG] [LOCAL     ] Loaded configuration for CION: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.175344] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.175622] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.175943] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.176237] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.176546] [DEBUG] [LOCAL     ] Loaded configuration for UDR: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.177019] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.177501] [DEBUG] [LOCAL     ] Loaded configuration for SOR: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.177803] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.178125] [DEBUG] [LOCAL     ] Loaded configuration for ARR: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.178510] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.178828] [DEBUG] [LOCAL     ] Loaded configuration for ETX: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.179199] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.179557] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.179688] [DEBUG] [LOCAL     ] Loaded configuration for OCFT: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.179794] [DEBUG] [LOCAL     ] Loaded configuration for NUW: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.180697] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.181013] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.181409] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.181731] [DEBUG] [LOCAL     ] Loaded configuration for BG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.182061] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.182558] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.182960] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.183328] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.183681] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.184020] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.184387] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.184760] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.185096] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.185451] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.185795] [DEBUG] [LOCAL     ] Loaded configuration for DAC: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.185902] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.186236] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.186560] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.186739] [DEBUG] [LOCAL     ] Loaded configuration for RMT: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.187146] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.187445] [DEBUG] [LOCAL     ] Loaded configuration for BARK: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.187769] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.188129] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.188475] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.188822] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.189166] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 7 features, 80.0% accuracy
[2025-10-11T14:15:19.189515] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.189830] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.190166] [DEBUG] [LOCAL     ] Loaded configuration for SNV: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.190444] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.190737] [DEBUG] [LOCAL     ] Loaded configuration for FVRR: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.192459] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.192773] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 6 features, 90.0% accuracy
[2025-10-11T14:15:19.193081] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.193383] [DEBUG] [LOCAL     ] Loaded configuration for LUCK: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.193694] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.194068] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.194354] [DEBUG] [LOCAL     ] Loaded configuration for BE: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.194461] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.194759] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.195118] [DEBUG] [LOCAL     ] Loaded configuration for TX: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.195550] [DEBUG] [LOCAL     ] Loaded configuration for KN: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.195911] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.196027] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.196107] [DEBUG] [LOCAL     ] Loaded configuration for NAT: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.196404] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.196707] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 1 features, 40.0% accuracy
[2025-10-11T14:15:19.197056] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.197381] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.197694] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.197986] [DEBUG] [LOCAL     ] Loaded configuration for TS: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.198076] [DEBUG] [LOCAL     ] Loaded configuration for ENR: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.198410] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.198723] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.199040] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.199167] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.199465] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 0 features, 40.0% accuracy
[2025-10-11T14:15:19.199743] [DEBUG] [LOCAL     ] Loaded configuration for AMR: 6 features, 90.0% accuracy
[2025-10-11T14:15:19.200095] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.200185] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.200474] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.200819] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.201151] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.201239] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.201527] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.201884] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.202207] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.202477] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.202769] [DEBUG] [LOCAL     ] Loaded configuration for WIT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.203113] [DEBUG] [LOCAL     ] Loaded configuration for SEG: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.203389] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.203885] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.204203] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.204555] [DEBUG] [LOCAL     ] Loaded configuration for HLT: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.204956] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.205063] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.205427] [DEBUG] [LOCAL     ] Loaded configuration for SOC: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.205741] [DEBUG] [LOCAL     ] Loaded configuration for F: 6 features, 80.0% accuracy
[2025-10-11T14:15:19.206088] [DEBUG] [LOCAL     ] Loaded configuration for IVR: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.206403] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.206518] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.206859] [DEBUG] [LOCAL     ] Loaded configuration for THG: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.206951] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.207297] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.207620] [DEBUG] [LOCAL     ] Loaded configuration for GHG: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.208016] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.208350] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.208685] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.208996] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.210111] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.210430] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.210521] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.210854] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.211158] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.211500] [DEBUG] [LOCAL     ] Loaded configuration for STEW: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.211923] [DEBUG] [LOCAL     ] Loaded configuration for AES: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.212223] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.212529] [DEBUG] [LOCAL     ] Loaded configuration for HVT: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.212842] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.213145] [DEBUG] [LOCAL     ] Loaded configuration for AIZ: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.213238] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 7 features, 80.0% accuracy
[2025-10-11T14:15:19.213324] [DEBUG] [LOCAL     ] Loaded configuration for WPM: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.213622] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.214059] [DEBUG] [LOCAL     ] Loaded configuration for CR: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.214200] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.214509] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.214811] [DEBUG] [LOCAL     ] Loaded configuration for KR: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.215174] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.215533] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.215851] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.215960] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.216049] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.216358] [DEBUG] [LOCAL     ] Loaded configuration for BORR: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.216710] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.217032] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.217368] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.217679] [DEBUG] [LOCAL     ] Loaded configuration for WST: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.218016] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.218339] [DEBUG] [LOCAL     ] Loaded configuration for XPER: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.218672] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.219036] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.219358] [DEBUG] [LOCAL     ] Loaded configuration for MNR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.219472] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.219815] [DEBUG] [LOCAL     ] Loaded configuration for MAGN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.220132] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.220450] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.220753] [DEBUG] [LOCAL     ] Loaded configuration for FND: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.220843] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.221148] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.221459] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.221789] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.222073] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.222377] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.222503] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.222817] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.223125] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.223432] [DEBUG] [LOCAL     ] Loaded configuration for BTCM: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.223769] [DEBUG] [LOCAL     ] Loaded configuration for SAND: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.224081] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.224174] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.224512] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.224872] [DEBUG] [LOCAL     ] Loaded configuration for GAP: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.225162] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.225443] [DEBUG] [LOCAL     ] Loaded configuration for TFX: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.225755] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.225930] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.226268] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.226684] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-10-11T14:15:19.226798] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.227097] [DEBUG] [LOCAL     ] Loaded configuration for ECO: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.227380] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 6 features, 90.0% accuracy
[2025-10-11T14:15:19.227689] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.227804] [DEBUG] [LOCAL     ] Loaded configuration for PPT: 5 features, 100.0% accuracy
[2025-10-11T14:15:19.228124] [DEBUG] [LOCAL     ] Loaded configuration for SJT: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.228462] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.228750] [DEBUG] [LOCAL     ] Loaded configuration for AN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.229025] [DEBUG] [LOCAL     ] Loaded configuration for FT: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.229309] [DEBUG] [LOCAL     ] Loaded configuration for THR: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.229677] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.229986] [DEBUG] [LOCAL     ] Loaded configuration for WHR: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.230287] [DEBUG] [LOCAL     ] Loaded configuration for BRBR: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.230617] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.230944] [DEBUG] [LOCAL     ] Loaded configuration for ATS: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.231051] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 6 features, 100.0% accuracy
[2025-10-11T14:15:19.231358] [DEBUG] [LOCAL     ] Loaded configuration for LRN: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.231689] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.231991] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.232299] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.233386] [DEBUG] [LOCAL     ] Loaded configuration for AM: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.233727] [DEBUG] [LOCAL     ] Loaded configuration for JGH: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.234085] [DEBUG] [LOCAL     ] Loaded configuration for SCCO: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.234465] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.234575] [DEBUG] [LOCAL     ] Loaded configuration for MQT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.235085] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.235594] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.236038] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.236348] [DEBUG] [LOCAL     ] Loaded configuration for COR: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.236788] [DEBUG] [LOCAL     ] Loaded configuration for AFGE: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.237196] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.237558] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.237948] [DEBUG] [LOCAL     ] Loaded configuration for IBTA: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.238322] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.238683] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.238996] [DEBUG] [LOCAL     ] Loaded configuration for IGR: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.239305] [DEBUG] [LOCAL     ] Loaded configuration for DT: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.239412] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.239716] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.240041] [DEBUG] [LOCAL     ] Loaded configuration for BB: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.240383] [DEBUG] [LOCAL     ] Loaded configuration for CXT: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.240715] [DEBUG] [LOCAL     ] Loaded configuration for SPOT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.241056] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.242122] [DEBUG] [LOCAL     ] Loaded configuration for EBR: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.242230] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.242550] [DEBUG] [LOCAL     ] Loaded configuration for EVT: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.243574] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.243968] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.244695] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.245050] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.245140] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.245422] [DEBUG] [LOCAL     ] Loaded configuration for SMC: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.245738] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.246043] [DEBUG] [LOCAL     ] Loaded configuration for FOUR: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.246384] [DEBUG] [LOCAL     ] Loaded configuration for BKV: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.246765] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.247126] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.247535] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.247851] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.248208] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.248523] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-10-11T14:15:19.248839] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.249148] [DEBUG] [LOCAL     ] Loaded configuration for WCN: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.249466] [DEBUG] [LOCAL     ] Loaded configuration for TSE: 4 features, 40.0% accuracy
[2025-10-11T14:15:19.249783] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.250163] [DEBUG] [LOCAL     ] Loaded configuration for AIV: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.250453] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.250778] [DEBUG] [LOCAL     ] Loaded configuration for CHT: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.251125] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.251465] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.251783] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.252085] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.252384] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.252684] [DEBUG] [LOCAL     ] Loaded configuration for ENOV: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.252974] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.253255] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.253534] [DEBUG] [LOCAL     ] Loaded configuration for MFSV: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.253805] [DEBUG] [LOCAL     ] Loaded configuration for SONY: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.254137] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.254479] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 5 features, 60.0% accuracy
[2025-10-11T14:15:19.254829] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.255153] [DEBUG] [LOCAL     ] Loaded configuration for STRV: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.255436] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.255734] [DEBUG] [LOCAL     ] Loaded configuration for BV: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.256045] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.256136] [DEBUG] [LOCAL     ] Loaded configuration for PHD: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.256393] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.256747] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 0 features, 100.0% accuracy
[2025-10-11T14:15:19.257137] [DEBUG] [LOCAL     ] Loaded configuration for USA: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.257494] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.257794] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.258110] [DEBUG] [LOCAL     ] Loaded configuration for BBDC: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.258462] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.258792] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.259107] [DEBUG] [LOCAL     ] Loaded configuration for MIN: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.259444] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.259577] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.259894] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.260184] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.260520] [DEBUG] [LOCAL     ] Loaded configuration for GOTU: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.260822] [DEBUG] [LOCAL     ] Loaded configuration for CMBT: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.261159] [DEBUG] [LOCAL     ] Loaded configuration for MGRE: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.261496] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.261846] [DEBUG] [LOCAL     ] Loaded configuration for GDOT: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.262137] [DEBUG] [LOCAL     ] Loaded configuration for BME: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.262479] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.262604] [DEBUG] [LOCAL     ] Loaded configuration for BTU: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.262950] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.263259] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 6 features, 80.0% accuracy
[2025-10-11T14:15:19.263618] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.263984] [DEBUG] [LOCAL     ] Loaded configuration for BEPC: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.264291] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.264390] [DEBUG] [LOCAL     ] Loaded configuration for SE: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.264795] [DEBUG] [LOCAL     ] Loaded configuration for GWW: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.265093] [DEBUG] [LOCAL     ] Loaded configuration for BGR: 6 features, 60.0% accuracy
[2025-10-11T14:15:19.266213] [DEBUG] [LOCAL     ] Loaded configuration for LTM: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.266528] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.266937] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.267285] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 4 features, 50.0% accuracy
[2025-10-11T14:15:19.267685] [DEBUG] [LOCAL     ] Loaded configuration for ADT: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.267985] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.268348] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.268639] [DEBUG] [LOCAL     ] Loaded configuration for COP: 5 features, 100.0% accuracy
[2025-10-11T14:15:19.269010] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.269297] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.269637] [DEBUG] [LOCAL     ] Loaded configuration for LANV: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.269963] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.270295] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.270599] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.270948] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.271255] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.272334] [DEBUG] [LOCAL     ] Loaded configuration for SF: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.273268] [DEBUG] [LOCAL     ] Loaded configuration for SARO: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.273565] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.273890] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.274183] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.274497] [DEBUG] [LOCAL     ] Loaded configuration for GYLD: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.274847] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.275133] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.275440] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.275746] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.276153] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.276447] [DEBUG] [LOCAL     ] Loaded configuration for DAR: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.276758] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.277086] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.277453] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.277749] [DEBUG] [LOCAL     ] Loaded configuration for MDU: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.278085] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.278194] [DEBUG] [LOCAL     ] Loaded configuration for NINE: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.278498] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.278807] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.278922] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.279238] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.279541] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.279847] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.280169] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.280505] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.280815] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.281100] [DEBUG] [LOCAL     ] Loaded configuration for HAFN: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.281387] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.281718] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.282024] [DEBUG] [LOCAL     ] Loaded configuration for KORE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.282320] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.282428] [DEBUG] [LOCAL     ] Loaded configuration for BR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.283427] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.283554] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.283873] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.284165] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.284467] [DEBUG] [LOCAL     ] Loaded configuration for STXV: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.284767] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.285060] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.285400] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.285724] [DEBUG] [LOCAL     ] Loaded configuration for TXT: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.286024] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.286314] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.286444] [DEBUG] [LOCAL     ] Loaded configuration for PRCS: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.286787] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.287119] [DEBUG] [LOCAL     ] Loaded configuration for FLUT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.287446] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 4 features, 50.0% accuracy
[2025-10-11T14:15:19.287812] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.288097] [DEBUG] [LOCAL     ] Loaded configuration for THC: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.288374] [DEBUG] [LOCAL     ] Loaded configuration for CXH: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.288730] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.289497] [DEBUG] [LOCAL     ] Loaded configuration for CRBD: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.289838] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.290124] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.291302] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.291603] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.291979] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.292310] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.292605] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.292954] [DEBUG] [LOCAL     ] Loaded configuration for MDV: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.293257] [DEBUG] [LOCAL     ] Loaded configuration for WD: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.293545] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.293701] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.294043] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.294330] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.294638] [DEBUG] [LOCAL     ] Loaded configuration for MCB: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.294949] [DEBUG] [LOCAL     ] Loaded configuration for GDL: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.295309] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.295400] [DEBUG] [LOCAL     ] Loaded configuration for FLG: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.295467] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.295753] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.296040] [DEBUG] [LOCAL     ] Loaded configuration for ATUS: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.296339] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.296623] [DEBUG] [LOCAL     ] Loaded configuration for AHR: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.297073] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.297351] [DEBUG] [LOCAL     ] Loaded configuration for ASR: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.297683] [DEBUG] [LOCAL     ] Loaded configuration for SEI: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.297972] [DEBUG] [LOCAL     ] Loaded configuration for CXW: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.299073] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.299384] [DEBUG] [LOCAL     ] Loaded configuration for STXT: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.299682] [DEBUG] [LOCAL     ] Loaded configuration for MFAN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.299771] [DEBUG] [LOCAL     ] Loaded configuration for OWLT: 1 features, 40.0% accuracy
[2025-10-11T14:15:19.299838] [DEBUG] [LOCAL     ] Loaded configuration for CARR: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.300162] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.300473] [DEBUG] [LOCAL     ] Loaded configuration for AME: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.301292] [DEBUG] [LOCAL     ] Loaded configuration for LADR: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.301614] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.301955] [DEBUG] [LOCAL     ] Loaded configuration for TMO: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.302268] [DEBUG] [LOCAL     ] Loaded configuration for DD: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.302596] [DEBUG] [LOCAL     ] Loaded configuration for TR: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.302963] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.303250] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.303552] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.303920] [DEBUG] [LOCAL     ] Loaded configuration for STM: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.304237] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.304560] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.304888] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.305198] [DEBUG] [LOCAL     ] Loaded configuration for HAYW: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.305306] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.305600] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.306614] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.306976] [DEBUG] [LOCAL     ] Loaded configuration for ET: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.307336] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.307783] [DEBUG] [LOCAL     ] Loaded configuration for ASAN: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.308132] [DEBUG] [LOCAL     ] Loaded configuration for DNOW: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.308525] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.308911] [DEBUG] [LOCAL     ] Loaded configuration for CLPR: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.309316] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.309699] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.310059] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.310396] [DEBUG] [LOCAL     ] Loaded configuration for MDT: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.310680] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.311012] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.311303] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.311432] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.311757] [DEBUG] [LOCAL     ] Loaded configuration for BKT: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.312053] [DEBUG] [LOCAL     ] Loaded configuration for THLV: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.312381] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.312708] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.313001] [DEBUG] [LOCAL     ] Loaded configuration for CM: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.313108] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.313438] [DEBUG] [LOCAL     ] Loaded configuration for EE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.313527] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.313829] [DEBUG] [LOCAL     ] Loaded configuration for FF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.314112] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.314436] [DEBUG] [LOCAL     ] Loaded configuration for ZKH: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.314712] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.315014] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.315361] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.315692] [DEBUG] [LOCAL     ] Loaded configuration for LH: 6 features, 70.0% accuracy
[2025-10-11T14:15:19.315797] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.316095] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.316387] [DEBUG] [LOCAL     ] Loaded configuration for BBW: 7 features, 80.0% accuracy
[2025-10-11T14:15:19.316690] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.317022] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.317349] [DEBUG] [LOCAL     ] Loaded configuration for LXU: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.317628] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.317967] [DEBUG] [LOCAL     ] Loaded configuration for H: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.318056] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.318334] [DEBUG] [LOCAL     ] Loaded configuration for CLDT: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.318686] [DEBUG] [LOCAL     ] Loaded configuration for BTT: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.318987] [DEBUG] [LOCAL     ] Loaded configuration for ALUR: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.319462] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.319818] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.320114] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.320447] [DEBUG] [LOCAL     ] Loaded configuration for SOS: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.320729] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.321013] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.321348] [DEBUG] [LOCAL     ] Loaded configuration for M: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.321682] [DEBUG] [LOCAL     ] Loaded configuration for CL: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.322009] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.322299] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.322575] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.322885] [DEBUG] [LOCAL     ] Loaded configuration for DEC: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.323181] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.323475] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.323770] [DEBUG] [LOCAL     ] Loaded configuration for SNDA: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.324063] [DEBUG] [LOCAL     ] Loaded configuration for FRT: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.324358] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.324687] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.324776] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.325151] [DEBUG] [LOCAL     ] Loaded configuration for WLY: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.325459] [DEBUG] [LOCAL     ] Loaded configuration for BWMX: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.325762] [DEBUG] [LOCAL     ] Loaded configuration for KGC: 2 features, 40.0% accuracy
[2025-10-11T14:15:19.326070] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.326422] [DEBUG] [LOCAL     ] Loaded configuration for ADNT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.326731] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 6 features, 90.0% accuracy
[2025-10-11T14:15:19.327079] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.327414] [DEBUG] [LOCAL     ] Loaded configuration for FET: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.327732] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.328087] [DEBUG] [LOCAL     ] Loaded configuration for AER: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.328399] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.328691] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.328820] [DEBUG] [LOCAL     ] Loaded configuration for BBU: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.329109] [DEBUG] [LOCAL     ] Loaded configuration for WNS: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.329383] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.329724] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.329999] [DEBUG] [LOCAL     ] Loaded configuration for CE: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.330275] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.330366] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.330695] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.331044] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.331384] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.331697] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.332008] [DEBUG] [LOCAL     ] Loaded configuration for BX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.332117] [DEBUG] [LOCAL     ] Loaded configuration for NMS: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.332454] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.332760] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.333107] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.333447] [DEBUG] [LOCAL     ] Loaded configuration for SPR: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.333741] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.334035] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.334310] [DEBUG] [LOCAL     ] Loaded configuration for MLNK: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.334589] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.334931] [DEBUG] [LOCAL     ] Loaded configuration for TBBB: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.335990] [DEBUG] [LOCAL     ] Loaded configuration for TWN: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.336275] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.336679] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.336978] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 5 features, 100.0% accuracy
[2025-10-11T14:15:19.337284] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 6 features, 90.0% accuracy
[2025-10-11T14:15:19.337574] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.337908] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.338241] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.338348] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.338684] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.339000] [DEBUG] [LOCAL     ] Loaded configuration for AMBC: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.339323] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.339614] [DEBUG] [LOCAL     ] Loaded configuration for INSW: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.339946] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.340293] [DEBUG] [LOCAL     ] Loaded configuration for EPR: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.340596] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.340924] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.341227] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.342329] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.342632] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.342765] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.343085] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.343174] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.343452] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.343755] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.344076] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.344360] [DEBUG] [LOCAL     ] Loaded configuration for SMR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.344635] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.344962] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.345071] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.345352] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.345638] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.346013] [DEBUG] [LOCAL     ] Loaded configuration for KWR: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.346298] [DEBUG] [LOCAL     ] Loaded configuration for MGRD: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.346611] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.346995] [DEBUG] [LOCAL     ] Loaded configuration for BC: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.347331] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.347619] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.347993] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.348082] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.348453] [DEBUG] [LOCAL     ] Loaded configuration for STN: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.348798] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.349103] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 6 features, 80.0% accuracy
[2025-10-11T14:15:19.350406] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.350699] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.351036] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.351339] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.351696] [DEBUG] [LOCAL     ] Loaded configuration for UBER: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.352030] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.352324] [DEBUG] [LOCAL     ] Loaded configuration for VLT: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.352600] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.352975] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.353101] [DEBUG] [LOCAL     ] Loaded configuration for NC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.353190] [DEBUG] [LOCAL     ] Loaded configuration for PRT: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.353256] [DEBUG] [LOCAL     ] Loaded configuration for AVNT: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.353525] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.353860] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.354136] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.354224] [DEBUG] [LOCAL     ] Loaded configuration for ACR: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.354492] [DEBUG] [LOCAL     ] Loaded configuration for TKR: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.354795] [DEBUG] [LOCAL     ] Loaded configuration for VOYA: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.354902] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.355009] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.355295] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.355605] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.355763] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.356053] [DEBUG] [LOCAL     ] Loaded configuration for TME: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.356144] [DEBUG] [LOCAL     ] Loaded configuration for TXNM: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.356411] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.356518] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.356915] [DEBUG] [LOCAL     ] Loaded configuration for CEPU: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.357246] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.357527] [DEBUG] [LOCAL     ] Loaded configuration for BHR: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.357805] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-10-11T14:15:19.358102] [DEBUG] [LOCAL     ] Loaded configuration for CURV: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.358379] [DEBUG] [LOCAL     ] Loaded configuration for ULS: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.358696] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.358993] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.359315] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.359593] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.359959] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.360048] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.360301] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.360619] [DEBUG] [LOCAL     ] Loaded configuration for SST: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.361139] [DEBUG] [LOCAL     ] Loaded configuration for SPHR: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.361622] [DEBUG] [LOCAL     ] Loaded configuration for STC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.362023] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.362405] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.362741] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.363089] [DEBUG] [LOCAL     ] Loaded configuration for SD: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.363394] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.363718] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.364044] [DEBUG] [LOCAL     ] Loaded configuration for MFAO: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.364143] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.364462] [DEBUG] [LOCAL     ] Loaded configuration for TG: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.364753] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.365058] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.365388] [DEBUG] [LOCAL     ] Loaded configuration for VET: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.365531] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.365830] [DEBUG] [LOCAL     ] Loaded configuration for FCT: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.366121] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.366445] [DEBUG] [LOCAL     ] Loaded configuration for HIW: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.366796] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.367129] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.367219] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.367496] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.367797] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.368089] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.368398] [DEBUG] [LOCAL     ] Loaded configuration for AIN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.368705] [DEBUG] [LOCAL     ] Loaded configuration for ESS: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.369041] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.369314] [DEBUG] [LOCAL     ] Loaded configuration for WMB: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.369614] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.369963] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.370259] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.370531] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.370803] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.371074] [DEBUG] [LOCAL     ] Loaded configuration for DAY: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.371396] [DEBUG] [LOCAL     ] Loaded configuration for BP: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.371716] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.372007] [DEBUG] [LOCAL     ] Loaded configuration for TPR: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.372116] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.372452] [DEBUG] [LOCAL     ] Loaded configuration for SG: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.372775] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-10-11T14:15:19.373046] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.373316] [DEBUG] [LOCAL     ] Loaded configuration for MITT: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.373589] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.373952] [DEBUG] [LOCAL     ] Loaded configuration for VNCE: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.374230] [DEBUG] [LOCAL     ] Loaded configuration for VVV: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.374500] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.374847] [DEBUG] [LOCAL     ] Loaded configuration for GPOR: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.375699] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.375835] [DEBUG] [LOCAL     ] Loaded configuration for NRGV: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.376190] [DEBUG] [LOCAL     ] Loaded configuration for BKKT: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.376471] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.376792] [DEBUG] [LOCAL     ] Loaded configuration for CSL: 2 features, 40.0% accuracy
[2025-10-11T14:15:19.377120] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.377420] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.377720] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.377994] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.378285] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.378408] [DEBUG] [LOCAL     ] Loaded configuration for RBOT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.378737] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.379027] [DEBUG] [LOCAL     ] Loaded configuration for TBN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.379319] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.379587] [DEBUG] [LOCAL     ] Loaded configuration for SMG: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.379933] [DEBUG] [LOCAL     ] Loaded configuration for USNA: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.380270] [DEBUG] [LOCAL     ] Loaded configuration for GM: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.380546] [DEBUG] [LOCAL     ] Loaded configuration for K: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.380834] [DEBUG] [LOCAL     ] Loaded configuration for THS: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.381134] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.381424] [DEBUG] [LOCAL     ] Loaded configuration for ITT: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.381714] [DEBUG] [LOCAL     ] Loaded configuration for GCV: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.382006] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.382327] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.382767] [DEBUG] [LOCAL     ] Loaded configuration for SDHC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.383116] [DEBUG] [LOCAL     ] Loaded configuration for EQT: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.383463] [DEBUG] [LOCAL     ] Loaded configuration for CF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.383848] [DEBUG] [LOCAL     ] Loaded configuration for INFA: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.384187] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.384579] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.384975] [DEBUG] [LOCAL     ] Loaded configuration for KLC: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.385317] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.385423] [DEBUG] [LOCAL     ] Loaded configuration for AX: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.385765] [DEBUG] [LOCAL     ] Loaded configuration for ALV: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.386105] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.386446] [DEBUG] [LOCAL     ] Loaded configuration for CII: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.386733] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.387019] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.387320] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.387683] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.387981] [DEBUG] [LOCAL     ] Loaded configuration for GS: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.388279] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.388384] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.388723] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.388842] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.388920] [DEBUG] [LOCAL     ] Loaded configuration for AP: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.389002] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.389088] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.389367] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.389473] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.389803] [DEBUG] [LOCAL     ] Loaded configuration for EPRT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.390135] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.390265] [DEBUG] [LOCAL     ] Loaded configuration for NVR: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.390597] [DEBUG] [LOCAL     ] Loaded configuration for LYV: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.390917] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.391200] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.391472] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.391581] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.391724] [DEBUG] [LOCAL     ] Loaded configuration for BEPJ: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.392081] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.393176] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.393392] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.393875] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.394233] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.394560] [DEBUG] [LOCAL     ] Loaded configuration for SLQT: 5 features, 60.0% accuracy
[2025-10-11T14:15:19.394946] [DEBUG] [LOCAL     ] Loaded configuration for IQV: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.395257] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.395587] [DEBUG] [LOCAL     ] Loaded configuration for LITB: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.395926] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.396359] [DEBUG] [LOCAL     ] Loaded configuration for SID: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.396680] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.397024] [DEBUG] [LOCAL     ] Loaded configuration for BW: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.397439] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.397748] [DEBUG] [LOCAL     ] Loaded configuration for CPAY: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.398458] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.399049] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.400153] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.400664] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.401133] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.401596] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.401763] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.402118] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.402543] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.402996] [DEBUG] [LOCAL     ] Loaded configuration for DTW: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.403116] [DEBUG] [LOCAL     ] Loaded configuration for AA: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.403531] [DEBUG] [LOCAL     ] Loaded configuration for DSMC: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.403913] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.404280] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.404699] [DEBUG] [LOCAL     ] Loaded configuration for JEQ: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.405074] [DEBUG] [LOCAL     ] Loaded configuration for CSV: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.405384] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.405686] [DEBUG] [LOCAL     ] Loaded configuration for THIR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.405988] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.406341] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.406449] [DEBUG] [LOCAL     ] Loaded configuration for NXN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.406770] [DEBUG] [LOCAL     ] Loaded configuration for STE: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.407074] [DEBUG] [LOCAL     ] Loaded configuration for CCU: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.407359] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.407719] [DEBUG] [LOCAL     ] Loaded configuration for GPMT: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.408028] [DEBUG] [LOCAL     ] Loaded configuration for MDST: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.408359] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.408662] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.408965] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.409520] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.409864] [DEBUG] [LOCAL     ] Loaded configuration for DSU: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.410147] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.410257] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.410552] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.410908] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.411192] [DEBUG] [LOCAL     ] Loaded configuration for CBNA: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.411532] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.411867] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.412145] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.412236] [DEBUG] [LOCAL     ] Loaded configuration for ODV: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.412545] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.412870] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.413155] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.413506] [DEBUG] [LOCAL     ] Loaded configuration for ENFY: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.413786] [DEBUG] [LOCAL     ] Loaded configuration for SBR: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.414084] [DEBUG] [LOCAL     ] Loaded configuration for WU: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.414357] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.414676] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.414975] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.415097] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.415443] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.415958] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.416318] [DEBUG] [LOCAL     ] Loaded configuration for SBSW: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.416633] [DEBUG] [LOCAL     ] Loaded configuration for SPRU: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.417003] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.417312] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.417623] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.417962] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.418243] [DEBUG] [LOCAL     ] Loaded configuration for ETW: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.418577] [DEBUG] [LOCAL     ] Loaded configuration for KFRC: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.418888] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.419218] [DEBUG] [LOCAL     ] Loaded configuration for BWSN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.419540] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.419911] [DEBUG] [LOCAL     ] Loaded configuration for GEO: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.420393] [DEBUG] [LOCAL     ] Loaded configuration for SABA: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.420705] [DEBUG] [LOCAL     ] Loaded configuration for MOV: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.420815] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.421141] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.421484] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.421834] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.421923] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.422192] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.422482] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.422800] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.423092] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.423447] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.423567] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.423871] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.424143] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.424464] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.424761] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.425067] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.425360] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.425675] [DEBUG] [LOCAL     ] Loaded configuration for MET: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.426013] [DEBUG] [LOCAL     ] Loaded configuration for GDV: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.426294] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.426383] [DEBUG] [LOCAL     ] Loaded configuration for ATR: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.426682] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.427006] [DEBUG] [LOCAL     ] Loaded configuration for EL: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.427364] [DEBUG] [LOCAL     ] Loaded configuration for MANU: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.427699] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.427999] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.428320] [DEBUG] [LOCAL     ] Loaded configuration for DHT: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.428597] [DEBUG] [LOCAL     ] Loaded configuration for FR: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.428951] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.429281] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.429606] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.429972] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.430304] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.430582] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.430952] [DEBUG] [LOCAL     ] Loaded configuration for BWLP: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.431551] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.431910] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.432297] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.432407] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.432747] [DEBUG] [LOCAL     ] Loaded configuration for CGV: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.433087] [DEBUG] [LOCAL     ] Loaded configuration for TM: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.433425] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.433711] [DEBUG] [LOCAL     ] Loaded configuration for TOST: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.434008] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.434305] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.434600] [DEBUG] [LOCAL     ] Loaded configuration for BWXT: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.434942] [DEBUG] [LOCAL     ] Loaded configuration for GRDN: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.435273] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.435600] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.435936] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.436264] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.436566] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.436916] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.437217] [DEBUG] [LOCAL     ] Loaded configuration for STK: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.437581] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.437909] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.438188] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.438471] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.438743] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.439079] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.439375] [DEBUG] [LOCAL     ] Loaded configuration for MMT: 4 features, 50.0% accuracy
[2025-10-11T14:15:19.440446] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.440723] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.440812] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.441786] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.442089] [DEBUG] [LOCAL     ] Loaded configuration for WSR: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.442374] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.442738] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.443046] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.443335] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.444311] [DEBUG] [LOCAL     ] Loaded configuration for EDU: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.444621] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.444955] [DEBUG] [LOCAL     ] Loaded configuration for AMTD: 7 features, 90.0% accuracy
[2025-10-11T14:15:19.445045] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.445309] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.445667] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.445968] [DEBUG] [LOCAL     ] Loaded configuration for INGR: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.446284] [DEBUG] [LOCAL     ] Loaded configuration for FINV: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.446569] [DEBUG] [LOCAL     ] Loaded configuration for ENO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.446748] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.447079] [DEBUG] [LOCAL     ] Loaded configuration for C: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.447381] [DEBUG] [LOCAL     ] Loaded configuration for WOR: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.447711] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.448005] [DEBUG] [LOCAL     ] Loaded configuration for HQH: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.448093] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.448399] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.448685] [DEBUG] [LOCAL     ] Loaded configuration for WWW: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.448999] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.449320] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.449629] [DEBUG] [LOCAL     ] Loaded configuration for SB: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.450023] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.450349] [DEBUG] [LOCAL     ] Loaded configuration for LB: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.450629] [DEBUG] [LOCAL     ] Loaded configuration for VPV: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.450970] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.451298] [DEBUG] [LOCAL     ] Loaded configuration for DOC: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.451626] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.451984] [DEBUG] [LOCAL     ] Loaded configuration for MAIN: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.452303] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.452622] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.452948] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.453232] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.453339] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 6 features, 70.0% accuracy
[2025-10-11T14:15:19.453635] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.453966] [DEBUG] [LOCAL     ] Loaded configuration for ANET: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.454233] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.454528] [DEBUG] [LOCAL     ] Loaded configuration for IRS: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.454860] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.455140] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.455458] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.455546] [DEBUG] [LOCAL     ] Loaded configuration for ONIT: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.455855] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.455962] [DEBUG] [LOCAL     ] Loaded configuration for FN: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.456229] [DEBUG] [LOCAL     ] Loaded configuration for SON: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.456509] [DEBUG] [LOCAL     ] Loaded configuration for TRU: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.456841] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.457175] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.457535] [DEBUG] [LOCAL     ] Loaded configuration for ESNT: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.457865] [DEBUG] [LOCAL     ] Loaded configuration for BN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.458220] [DEBUG] [LOCAL     ] Loaded configuration for IVT: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.458313] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.458564] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.458888] [DEBUG] [LOCAL     ] Loaded configuration for DB: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.459219] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.460277] [DEBUG] [LOCAL     ] Loaded configuration for ELV: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.460563] [DEBUG] [LOCAL     ] Loaded configuration for GGT: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.460925] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.461036] [DEBUG] [LOCAL     ] Loaded configuration for QD: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.461337] [DEBUG] [LOCAL     ] Loaded configuration for CLW: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.462426] [DEBUG] [LOCAL     ] Loaded configuration for AUNA: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.462718] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.463007] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.463303] [DEBUG] [LOCAL     ] Loaded configuration for DXYZ: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.463632] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 8 features, 80.0% accuracy
[2025-10-11T14:15:19.463943] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.464269] [DEBUG] [LOCAL     ] Loaded configuration for LND: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.464381] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.464692] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.464991] [DEBUG] [LOCAL     ] Loaded configuration for SW: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.465079] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.465336] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.465691] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.465779] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.466037] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.466338] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.466667] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.466946] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.467051] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.467347] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.467626] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.467991] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.468262] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.468540] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.468674] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.468789] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 0 features, 40.0% accuracy
[2025-10-11T14:15:19.469871] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.469977] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.470283] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.470571] [DEBUG] [LOCAL     ] Loaded configuration for BXMT: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.470896] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.471183] [DEBUG] [LOCAL     ] Loaded configuration for SOLV: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.471467] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.471746] [DEBUG] [LOCAL     ] Loaded configuration for THO: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.472024] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.472112] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.472198] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.472485] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.472816] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.472948] [DEBUG] [LOCAL     ] Loaded configuration for KT: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.473284] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.473611] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.473946] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.474386] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.474716] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.475006] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.475345] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.475630] [DEBUG] [LOCAL     ] Loaded configuration for MMM: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.475969] [DEBUG] [LOCAL     ] Loaded configuration for HGV: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.476293] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.476588] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.476934] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.477287] [DEBUG] [LOCAL     ] Loaded configuration for GCI: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.477584] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.477923] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.478246] [DEBUG] [LOCAL     ] Loaded configuration for D: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.478576] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.479045] [DEBUG] [LOCAL     ] Loaded configuration for CHPT: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.479332] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.479636] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.479996] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.480280] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.480582] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 1 features, 40.0% accuracy
[2025-10-11T14:15:19.480957] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.481243] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.481533] [DEBUG] [LOCAL     ] Loaded configuration for IPG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.481840] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.482105] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.482456] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.482800] [DEBUG] [LOCAL     ] Loaded configuration for SRV: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.483120] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.483208] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.483462] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.483755] [DEBUG] [LOCAL     ] Loaded configuration for COF: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.484080] [DEBUG] [LOCAL     ] Loaded configuration for CWT: 4 features, 50.0% accuracy
[2025-10-11T14:15:19.484354] [DEBUG] [LOCAL     ] Loaded configuration for GNT: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.484678] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.484959] [DEBUG] [LOCAL     ] Loaded configuration for AORT: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.485236] [DEBUG] [LOCAL     ] Loaded configuration for EVTR: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.485323] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.485630] [DEBUG] [LOCAL     ] Loaded configuration for AFGB: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.485957] [DEBUG] [LOCAL     ] Loaded configuration for WS: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.486226] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.486494] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.486810] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.487081] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.487401] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.487507] [DEBUG] [LOCAL     ] Loaded configuration for RWT: 5 features, 60.0% accuracy
[2025-10-11T14:15:19.487775] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.488084] [DEBUG] [LOCAL     ] Loaded configuration for DOW: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.488390] [DEBUG] [LOCAL     ] Loaded configuration for KMT: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.488708] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.488975] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.489260] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.489581] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.489725] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.490043] [DEBUG] [LOCAL     ] Loaded configuration for LVWR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.490311] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.490416] [DEBUG] [LOCAL     ] Loaded configuration for A: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.490710] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.490818] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.491085] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.491402] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.491686] [DEBUG] [LOCAL     ] Loaded configuration for ARIS: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.491792] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.492059] [DEBUG] [LOCAL     ] Loaded configuration for BA: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.492147] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.492390] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.492695] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.492984] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.493254] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.493572] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.493927] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.494210] [DEBUG] [LOCAL     ] Loaded configuration for SCHW: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.494496] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.494783] [DEBUG] [LOCAL     ] Loaded configuration for IDT: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.495069] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.495335] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.495684] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.495972] [DEBUG] [LOCAL     ] Loaded configuration for ITW: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.496241] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.497305] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.497392] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.497697] [DEBUG] [LOCAL     ] Loaded configuration for SUPV: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.497994] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.498293] [DEBUG] [LOCAL     ] Loaded configuration for U: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.498398] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.498503] [DEBUG] [LOCAL     ] Loaded configuration for PNNT: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.498589] [DEBUG] [LOCAL     ] Loaded configuration for PSBD: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.498903] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.499174] [DEBUG] [LOCAL     ] Loaded configuration for TUYA: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.499492] [DEBUG] [LOCAL     ] Loaded configuration for ATMU: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.499763] [DEBUG] [LOCAL     ] Loaded configuration for GETY: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.499868] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.500163] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.500436] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.500714] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.501030] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.501316] [DEBUG] [LOCAL     ] Loaded configuration for SMP: 5 features, 60.0% accuracy
[2025-10-11T14:15:19.501446] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.501717] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.501997] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.502085] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.502381] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.502704] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.503578] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.503887] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.503975] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.504379] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.504677] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.504992] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.505269] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.505565] [DEBUG] [LOCAL     ] Loaded configuration for GEV: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.505925] [DEBUG] [LOCAL     ] Loaded configuration for GNW: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.506013] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.506278] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.506545] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.510471] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.510607] [DEBUG] [LOCAL     ] Loaded configuration for NCV: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.510919] [DEBUG] [LOCAL     ] Loaded configuration for SGU: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.511228] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.511560] [DEBUG] [LOCAL     ] Loaded configuration for URI: 5 features, 40.0% accuracy
[2025-10-11T14:15:19.511908] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.512195] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.512465] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.512767] [DEBUG] [LOCAL     ] Loaded configuration for IH: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.513058] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.513343] [DEBUG] [LOCAL     ] Loaded configuration for COHR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.513697] [DEBUG] [LOCAL     ] Loaded configuration for BBAR: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.514034] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 4 features, 50.0% accuracy
[2025-10-11T14:15:19.514356] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.514627] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.514945] [DEBUG] [LOCAL     ] Loaded configuration for CFR: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.515273] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.515571] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.515957] [DEBUG] [LOCAL     ] Loaded configuration for WY: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.516308] [DEBUG] [LOCAL     ] Loaded configuration for KW: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.516610] [DEBUG] [LOCAL     ] Loaded configuration for MMU: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.516947] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.517082] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.517383] [DEBUG] [LOCAL     ] Loaded configuration for LOAR: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.517681] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.517958] [DEBUG] [LOCAL     ] Loaded configuration for SVV: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.518246] [DEBUG] [LOCAL     ] Loaded configuration for STT: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.518531] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.518808] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.519088] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.519412] [DEBUG] [LOCAL     ] Loaded configuration for KKR: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.519732] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.520088] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.520407] [DEBUG] [LOCAL     ] Loaded configuration for LAW: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.520708] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.521041] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.521326] [DEBUG] [LOCAL     ] Loaded configuration for FMY: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.521667] [DEBUG] [LOCAL     ] Loaded configuration for VTR: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.522001] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.522299] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.522627] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.522956] [DEBUG] [LOCAL     ] Loaded configuration for CLVT: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.523269] [DEBUG] [LOCAL     ] Loaded configuration for SR: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.523357] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.523685] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.523981] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.524276] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.524554] [DEBUG] [LOCAL     ] Loaded configuration for CRT: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.524859] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.525152] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.525482] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.525771] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.526070] [DEBUG] [LOCAL     ] Loaded configuration for GRNT: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.526404] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.526512] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.526874] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.527203] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.527496] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.527945] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.528052] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.528348] [DEBUG] [LOCAL     ] Loaded configuration for FXED: 5 features, 60.0% accuracy
[2025-10-11T14:15:19.528638] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.528978] [DEBUG] [LOCAL     ] Loaded configuration for ATHS: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.529275] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.529580] [DEBUG] [LOCAL     ] Loaded configuration for SNOW: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.529950] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.530254] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.530550] [DEBUG] [LOCAL     ] Loaded configuration for EQV: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.530827] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.531120] [DEBUG] [LOCAL     ] Loaded configuration for CPT: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.531396] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.531730] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.532010] [DEBUG] [LOCAL     ] Loaded configuration for HR: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.532098] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.532401] [DEBUG] [LOCAL     ] Loaded configuration for SEMR: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.532695] [DEBUG] [LOCAL     ] Loaded configuration for GCTS: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.533020] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.533316] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.533687] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.534007] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.534288] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.534583] [DEBUG] [LOCAL     ] Loaded configuration for IONQ: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.534951] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.535275] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.535382] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.535488] [DEBUG] [LOCAL     ] Loaded configuration for NPV: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.535821] [DEBUG] [LOCAL     ] Loaded configuration for LW: 6 features, 90.0% accuracy
[2025-10-11T14:15:19.536097] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.536374] [DEBUG] [LOCAL     ] Loaded configuration for DK: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.536688] [DEBUG] [LOCAL     ] Loaded configuration for MITP: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.536969] [DEBUG] [LOCAL     ] Loaded configuration for CXM: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.537082] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.537372] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.537691] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.538021] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.538109] [DEBUG] [LOCAL     ] Loaded configuration for FVR: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.538370] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.538671] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.539002] [DEBUG] [LOCAL     ] Loaded configuration for CMU: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.539290] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.539378] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.539460] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.539795] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.540074] [DEBUG] [LOCAL     ] Loaded configuration for BLDR: 3 features, 40.0% accuracy
[2025-10-11T14:15:19.540374] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.540696] [DEBUG] [LOCAL     ] Loaded configuration for AWR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.540971] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.541267] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.541549] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.541638] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.542010] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.542285] [DEBUG] [LOCAL     ] Loaded configuration for WAT: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.542558] [DEBUG] [LOCAL     ] Loaded configuration for TDW: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.542870] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.543200] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 40.0% accuracy
[2025-10-11T14:15:19.543495] [DEBUG] [LOCAL     ] Loaded configuration for INVX: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.543794] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.544128] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.544464] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.544551] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.544862] [DEBUG] [LOCAL     ] Loaded configuration for LOW: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.545170] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.545513] [DEBUG] [LOCAL     ] Loaded configuration for DIAX: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.545817] [DEBUG] [LOCAL     ] Loaded configuration for GF: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.546178] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.546466] [DEBUG] [LOCAL     ] Loaded configuration for DOV: 7 features, 80.0% accuracy
[2025-10-11T14:15:19.546790] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.547095] [DEBUG] [LOCAL     ] Loaded configuration for TRAK: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.547400] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.547711] [DEBUG] [LOCAL     ] Loaded configuration for MGF: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.548016] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.548121] [DEBUG] [LOCAL     ] Loaded configuration for AON: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.548207] [DEBUG] [LOCAL     ] Loaded configuration for UL: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.548489] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.548799] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.549087] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.549380] [DEBUG] [LOCAL     ] Loaded configuration for WELL: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.549703] [DEBUG] [LOCAL     ] Loaded configuration for VVR: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.550013] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.550314] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.550445] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.550778] [DEBUG] [LOCAL     ] Loaded configuration for SPNT: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.551071] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.551366] [DEBUG] [LOCAL     ] Loaded configuration for CHCT: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.551662] [DEBUG] [LOCAL     ] Loaded configuration for BSBR: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.551951] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.552241] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.552348] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.552452] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.552734] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.553029] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.553302] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.553582] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.553900] [DEBUG] [LOCAL     ] Loaded configuration for MGR: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.554194] [DEBUG] [LOCAL     ] Loaded configuration for TK: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.554489] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.554576] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.554862] [DEBUG] [LOCAL     ] Loaded configuration for WEAV: 2 features, 40.0% accuracy
[2025-10-11T14:15:19.555164] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.555493] [DEBUG] [LOCAL     ] Loaded configuration for FLR: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.556378] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.556719] [DEBUG] [LOCAL     ] Loaded configuration for SU: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.557007] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.557485] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.557796] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.558084] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.558423] [DEBUG] [LOCAL     ] Loaded configuration for CX: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.558715] [DEBUG] [LOCAL     ] Loaded configuration for WM: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.559007] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.559339] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.559447] [DEBUG] [LOCAL     ] Loaded configuration for NMT: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.559739] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.560045] [DEBUG] [LOCAL     ] Loaded configuration for HYTR: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.560340] [DEBUG] [LOCAL     ] Loaded configuration for CINT: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.560625] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.560974] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.561061] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.561389] [DEBUG] [LOCAL     ] Loaded configuration for SKT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.561720] [DEBUG] [LOCAL     ] Loaded configuration for BOOT: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.561807] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.561911] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.562208] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.562537] [DEBUG] [LOCAL     ] Loaded configuration for BH: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.562625] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.563001] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.563279] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.563578] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.563937] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.564231] [DEBUG] [LOCAL     ] Loaded configuration for FOR: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.564504] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.564835] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.565111] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.565450] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.565755] [DEBUG] [LOCAL     ] Loaded configuration for UA: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.566082] [DEBUG] [LOCAL     ] Loaded configuration for EGO: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.566433] [DEBUG] [LOCAL     ] Loaded configuration for EQR: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.566856] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.567372] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.567725] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.568082] [DEBUG] [LOCAL     ] Loaded configuration for DMA: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.568416] [DEBUG] [LOCAL     ] Loaded configuration for EW: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.568794] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 4 features, 50.0% accuracy
[2025-10-11T14:15:19.568928] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.569281] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.569591] [DEBUG] [LOCAL     ] Loaded configuration for SXT: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.569976] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.570314] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.570683] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.571040] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.571383] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.571695] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.572036] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.572314] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 7 features, 90.0% accuracy
[2025-10-11T14:15:19.572665] [DEBUG] [LOCAL     ] Loaded configuration for AIT: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.573006] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.573310] [DEBUG] [LOCAL     ] Loaded configuration for SPIR: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.573594] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.573954] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.574063] [DEBUG] [LOCAL     ] Loaded configuration for MPV: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.574347] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.574688] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.575019] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.575307] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.575679] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.576035] [DEBUG] [LOCAL     ] Loaded configuration for GIC: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.576335] [DEBUG] [LOCAL     ] Loaded configuration for GLW: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.576441] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.576793] [DEBUG] [LOCAL     ] Loaded configuration for VMC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.577079] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.577368] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.577693] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.578032] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.578325] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.578605] [DEBUG] [LOCAL     ] Loaded configuration for ECAT: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.578919] [DEBUG] [LOCAL     ] Loaded configuration for CDLR: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.579029] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.579313] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.579588] [DEBUG] [LOCAL     ] Loaded configuration for TEN: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.579917] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.580239] [DEBUG] [LOCAL     ] Loaded configuration for ALIT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.580528] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.580813] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.581117] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.581206] [DEBUG] [LOCAL     ] Loaded configuration for DE: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.581486] [DEBUG] [LOCAL     ] Loaded configuration for FGN: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.581778] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.581866] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.582118] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.582413] [DEBUG] [LOCAL     ] Loaded configuration for EB: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.582687] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.583014] [DEBUG] [LOCAL     ] Loaded configuration for ECCU: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.583310] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.583637] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.583950] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.584231] [DEBUG] [LOCAL     ] Loaded configuration for BK: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.584568] [DEBUG] [LOCAL     ] Loaded configuration for STZ: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.584914] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.585187] [DEBUG] [LOCAL     ] Loaded configuration for WOLF: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.585274] [DEBUG] [LOCAL     ] Loaded configuration for PAI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.585571] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.585888] [DEBUG] [LOCAL     ] Loaded configuration for ETR: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.586179] [DEBUG] [LOCAL     ] Loaded configuration for HKD: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.586451] [DEBUG] [LOCAL     ] Loaded configuration for AMTM: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.586775] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.586863] [DEBUG] [LOCAL     ] Loaded configuration for RC: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.587130] [DEBUG] [LOCAL     ] Loaded configuration for HBI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.587480] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.587798] [DEBUG] [LOCAL     ] Loaded configuration for UP: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.588118] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.588398] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.588508] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.588801] [DEBUG] [LOCAL     ] Loaded configuration for HRI: 2 features, 30.0% accuracy
[2025-10-11T14:15:19.589122] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.589231] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.589531] [DEBUG] [LOCAL     ] Loaded configuration for ARW: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.589622] [DEBUG] [LOCAL     ] Loaded configuration for ABBV: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.589979] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.590267] [DEBUG] [LOCAL     ] Loaded configuration for JFR: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.590540] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.590830] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.591158] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.591684] [DEBUG] [LOCAL     ] Loaded configuration for CHGG: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.592017] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.592108] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.592390] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.592687] [DEBUG] [LOCAL     ] Loaded configuration for ITGR: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.592964] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.593073] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 0 features, 40.0% accuracy
[2025-10-11T14:15:19.593360] [DEBUG] [LOCAL     ] Loaded configuration for EXR: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.593699] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.593968] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.594242] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.594536] [DEBUG] [LOCAL     ] Loaded configuration for DDT: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.594865] [DEBUG] [LOCAL     ] Loaded configuration for ST: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.595197] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.595518] [DEBUG] [LOCAL     ] Loaded configuration for MMI: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.595841] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.596113] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.596223] [DEBUG] [LOCAL     ] Loaded configuration for ETV: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.596555] [DEBUG] [LOCAL     ] Loaded configuration for UE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.596714] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.597004] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.597115] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.597408] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.597748] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.598076] [DEBUG] [LOCAL     ] Loaded configuration for GUT: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.598429] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.598727] [DEBUG] [LOCAL     ] Loaded configuration for CCRD: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.599056] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.599352] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.599626] [DEBUG] [LOCAL     ] Loaded configuration for BTO: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.599937] [DEBUG] [LOCAL     ] Loaded configuration for GROV: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.600229] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.600336] [DEBUG] [LOCAL     ] Loaded configuration for ZK: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.600611] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.600946] [DEBUG] [LOCAL     ] Loaded configuration for UAN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.601238] [DEBUG] [LOCAL     ] Loaded configuration for CGAU: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.601571] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.601901] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.602191] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.602484] [DEBUG] [LOCAL     ] Loaded configuration for AGL: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.602761] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.603038] [DEBUG] [LOCAL     ] Loaded configuration for EOT: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.603312] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.603600] [DEBUG] [LOCAL     ] Loaded configuration for IR: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.603930] [DEBUG] [LOCAL     ] Loaded configuration for EVR: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.604253] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.604575] [DEBUG] [LOCAL     ] Loaded configuration for EAT: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.604724] [DEBUG] [LOCAL     ] Loaded configuration for V: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.604999] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.605272] [DEBUG] [LOCAL     ] Loaded configuration for FTWO: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.605561] [DEBUG] [LOCAL     ] Loaded configuration for SPMC: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.605906] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.606201] [DEBUG] [LOCAL     ] Loaded configuration for BST: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.606477] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.606827] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.607155] [DEBUG] [LOCAL     ] Loaded configuration for ING: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.607273] [DEBUG] [LOCAL     ] Loaded configuration for APD: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.607539] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.607817] [DEBUG] [LOCAL     ] Loaded configuration for VCV: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.608108] [DEBUG] [LOCAL     ] Loaded configuration for HOV: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.608399] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.608686] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.608980] [DEBUG] [LOCAL     ] Loaded configuration for AU: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.609274] [DEBUG] [LOCAL     ] Loaded configuration for USPH: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.609600] [DEBUG] [LOCAL     ] Loaded configuration for ESRT: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.609932] [DEBUG] [LOCAL     ] Loaded configuration for FBRT: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.610020] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.610271] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.610562] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.610909] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.611182] [DEBUG] [LOCAL     ] Loaded configuration for AFGD: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.611503] [DEBUG] [LOCAL     ] Loaded configuration for EMP: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.611592] [DEBUG] [LOCAL     ] Loaded configuration for AIR: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.611929] [DEBUG] [LOCAL     ] Loaded configuration for FI: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.612219] [DEBUG] [LOCAL     ] Loaded configuration for GDO: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.612547] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.612877] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.612983] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.613272] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.613598] [DEBUG] [LOCAL     ] Loaded configuration for FLC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.613994] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.614286] [DEBUG] [LOCAL     ] Loaded configuration for FNV: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.614607] [DEBUG] [LOCAL     ] Loaded configuration for FG: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.614928] [DEBUG] [LOCAL     ] Loaded configuration for GXO: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.615219] [DEBUG] [LOCAL     ] Loaded configuration for COUR: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.615583] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.615912] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.616176] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.616489] [DEBUG] [LOCAL     ] Loaded configuration for BIPJ: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.616847] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.617126] [DEBUG] [LOCAL     ] Loaded configuration for COOK: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.617553] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 3 features, 50.0% accuracy
[2025-10-11T14:15:19.617681] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.617984] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.618090] [DEBUG] [LOCAL     ] Loaded configuration for PML: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.618395] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.618501] [DEBUG] [LOCAL     ] Loaded configuration for NOK: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.618801] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.619132] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.619239] [DEBUG] [LOCAL     ] Loaded configuration for NRDY: 1 features, 40.0% accuracy
[2025-10-11T14:15:19.619532] [DEBUG] [LOCAL     ] Loaded configuration for IIPR: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.619663] [DEBUG] [LOCAL     ] Loaded configuration for IRT: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.620002] [DEBUG] [LOCAL     ] Loaded configuration for ANRO: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.620290] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.620611] [DEBUG] [LOCAL     ] Loaded configuration for E: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.620955] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.621280] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.621367] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.621452] [DEBUG] [LOCAL     ] Loaded configuration for RES: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.621728] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 5 features, 60.0% accuracy
[2025-10-11T14:15:19.622051] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.622375] [DEBUG] [LOCAL     ] Loaded configuration for CW: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.622708] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.622815] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.623106] [DEBUG] [LOCAL     ] Loaded configuration for EFR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.623425] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.623716] [DEBUG] [LOCAL     ] Loaded configuration for MFSI: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.623823] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.624112] [DEBUG] [LOCAL     ] Loaded configuration for FCPT: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.624222] [DEBUG] [LOCAL     ] Loaded configuration for BIPC: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.624550] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.624850] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.625124] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.625237] [DEBUG] [LOCAL     ] Loaded configuration for TGT: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.625343] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.625616] [DEBUG] [LOCAL     ] Loaded configuration for EMR: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.625927] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.626269] [DEBUG] [LOCAL     ] Loaded configuration for INGM: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.626377] [DEBUG] [LOCAL     ] Loaded configuration for ACHR: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.626707] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.626795] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.627115] [DEBUG] [LOCAL     ] Loaded configuration for ADCT: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.627389] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.627681] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.627956] [DEBUG] [LOCAL     ] Loaded configuration for APO: 5 features, 60.0% accuracy
[2025-10-11T14:15:19.628062] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.628348] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.628695] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.628982] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.629069] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.629324] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.629620] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.629950] [DEBUG] [LOCAL     ] Loaded configuration for STXK: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.630244] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.630568] [DEBUG] [LOCAL     ] Loaded configuration for DV: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.630692] [DEBUG] [LOCAL     ] Loaded configuration for APG: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.630967] [DEBUG] [LOCAL     ] Loaded configuration for VIV: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.631250] [DEBUG] [LOCAL     ] Loaded configuration for SNDR: 0 features, 40.0% accuracy
[2025-10-11T14:15:19.631355] [DEBUG] [LOCAL     ] Loaded configuration for AAT: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.631681] [DEBUG] [LOCAL     ] Loaded configuration for THW: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.631975] [DEBUG] [LOCAL     ] Loaded configuration for USB: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.632241] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.632526] [DEBUG] [LOCAL     ] Loaded configuration for CBT: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.632819] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.633149] [DEBUG] [LOCAL     ] Loaded configuration for VNT: 7 features, 90.0% accuracy
[2025-10-11T14:15:19.633428] [DEBUG] [LOCAL     ] Loaded configuration for AMCR: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.633759] [DEBUG] [LOCAL     ] Loaded configuration for EG: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.634048] [DEBUG] [LOCAL     ] Loaded configuration for CP: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.634376] [DEBUG] [LOCAL     ] Loaded configuration for LUV: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.634707] [DEBUG] [LOCAL     ] Loaded configuration for EFXT: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.635030] [DEBUG] [LOCAL     ] Loaded configuration for ES: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.635144] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.635436] [DEBUG] [LOCAL     ] Loaded configuration for GFR: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.635712] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.637382] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.637489] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.637844] [DEBUG] [LOCAL     ] Loaded configuration for BNT: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.638183] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-10-11T14:15:19.638482] [DEBUG] [LOCAL     ] Loaded configuration for TIXT: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.638773] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.639111] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.639389] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.639772] [DEBUG] [LOCAL     ] Loaded configuration for WF: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.640056] [DEBUG] [LOCAL     ] Loaded configuration for CAT: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.640359] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.640697] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.640997] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.641278] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.641611] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.641948] [DEBUG] [LOCAL     ] Loaded configuration for ARDT: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.642244] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.642526] [DEBUG] [LOCAL     ] Loaded configuration for FLXR: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.642825] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.643098] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.643422] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.643746] [DEBUG] [LOCAL     ] Loaded configuration for AKR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.644073] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.644399] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.644691] [DEBUG] [LOCAL     ] Loaded configuration for MLR: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.644985] [DEBUG] [LOCAL     ] Loaded configuration for IT: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.645320] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.645677] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.645804] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.645891] [DEBUG] [LOCAL     ] Loaded configuration for NUV: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.646197] [DEBUG] [LOCAL     ] Loaded configuration for ED: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.646476] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.646829] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.647157] [DEBUG] [LOCAL     ] Loaded configuration for SES: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.647463] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.647804] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.647915] [DEBUG] [LOCAL     ] Loaded configuration for MX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.648599] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.649688] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.650263] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.650697] [DEBUG] [LOCAL     ] Loaded configuration for ERJ: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.651262] [DEBUG] [LOCAL     ] Loaded configuration for KAR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.651616] [DEBUG] [LOCAL     ] Loaded configuration for SOBO: 1 features, 50.0% accuracy
[2025-10-11T14:15:19.651948] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.652275] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.652624] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.652769] [DEBUG] [LOCAL     ] Loaded configuration for AG: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.653061] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.653202] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.653510] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.653620] [DEBUG] [LOCAL     ] Loaded configuration for BRW: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.653764] [DEBUG] [LOCAL     ] Loaded configuration for MPW: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.654059] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.654396] [DEBUG] [LOCAL     ] Loaded configuration for STNG: 0 features, 40.0% accuracy
[2025-10-11T14:15:19.654685] [DEBUG] [LOCAL     ] Loaded configuration for TRV: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.654985] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.655092] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.655815] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.656201] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.656615] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.657001] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 1 features, 90.0% accuracy
[2025-10-11T14:15:19.657379] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.657557] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.658546] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.658931] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.659040] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.659326] [DEBUG] [LOCAL     ] Loaded configuration for BOW: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.659706] [DEBUG] [LOCAL     ] Loaded configuration for SAR: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.660017] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.660414] [DEBUG] [LOCAL     ] Loaded configuration for HII: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.660538] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.660826] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.660934] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.661220] [DEBUG] [LOCAL     ] Loaded configuration for TEAF: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.661522] [DEBUG] [LOCAL     ] Loaded configuration for GHC: 2 features, 100.0% accuracy
[2025-10-11T14:15:19.661830] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.662172] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.662468] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.662556] [DEBUG] [LOCAL     ] Loaded configuration for RPT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.662828] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.663154] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 5 features, 70.0% accuracy
[2025-10-11T14:15:19.663452] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.663774] [DEBUG] [LOCAL     ] Loaded configuration for KF: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.664104] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 0 features, 50.0% accuracy
[2025-10-11T14:15:19.664211] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 6 features, 80.0% accuracy
[2025-10-11T14:15:19.664491] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.664777] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.665125] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.665487] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.665828] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.666105] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.666384] [DEBUG] [LOCAL     ] Loaded configuration for VRT: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.666472] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.666750] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.667030] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.667366] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.667713] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.667818] [DEBUG] [LOCAL     ] Loaded configuration for DHR: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.667906] [DEBUG] [LOCAL     ] Loaded configuration for RSF: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.668213] [DEBUG] [LOCAL     ] Loaded configuration for WT: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.669302] [DEBUG] [LOCAL     ] Loaded configuration for AMPY: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.669587] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.669971] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.670257] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.670564] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.670924] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.671031] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.671332] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.671607] [DEBUG] [LOCAL     ] Loaded configuration for KBR: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.672063] [DEBUG] [LOCAL     ] Loaded configuration for BUR: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.672351] [DEBUG] [LOCAL     ] Loaded configuration for LFT: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.672707] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.672828] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.673113] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.673429] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.673719] [DEBUG] [LOCAL     ] Loaded configuration for VIK: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.674044] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.674334] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.674666] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.674958] [DEBUG] [LOCAL     ] Loaded configuration for STXD: 4 features, 50.0% accuracy
[2025-10-11T14:15:19.675252] [DEBUG] [LOCAL     ] Loaded configuration for LU: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.675359] [DEBUG] [LOCAL     ] Loaded configuration for NRT: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.675693] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.675994] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.676331] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-10-11T14:15:19.676624] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.676771] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.677072] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.677404] [DEBUG] [LOCAL     ] Loaded configuration for UZD: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.677737] [DEBUG] [LOCAL     ] Loaded configuration for YOU: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.677843] [DEBUG] [LOCAL     ] Loaded configuration for ABR: 1 features, 100.0% accuracy
[2025-10-11T14:15:19.677949] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.678250] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.678582] [DEBUG] [LOCAL     ] Loaded configuration for T: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.678745] [DEBUG] [LOCAL     ] Loaded configuration for AR: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.678852] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 6 features, 60.0% accuracy
[2025-10-11T14:15:19.679183] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.679526] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.679837] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.680165] [DEBUG] [LOCAL     ] Loaded configuration for GGZ: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.680496] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.680837] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.681184] [DEBUG] [LOCAL     ] Loaded configuration for XFLT: 4 features, 90.0% accuracy
[2025-10-11T14:15:19.681495] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.681846] [DEBUG] [LOCAL     ] Loaded configuration for MCR: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.682146] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 1 features, 60.0% accuracy
[2025-10-11T14:15:19.682265] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.682593] [DEBUG] [LOCAL     ] Loaded configuration for LOCL: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.682973] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.683311] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.683677] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.683988] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.684082] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.684401] [DEBUG] [LOCAL     ] Loaded configuration for VEEV: 3 features, 100.0% accuracy
[2025-10-11T14:15:19.684710] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.685069] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.685436] [DEBUG] [LOCAL     ] Loaded configuration for WH: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.685779] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.686134] [DEBUG] [LOCAL     ] Loaded configuration for CHN: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.686411] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.686742] [DEBUG] [LOCAL     ] Loaded configuration for LMT: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.687035] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.687373] [DEBUG] [LOCAL     ] Loaded configuration for UCB: 1 features, 80.0% accuracy
[2025-10-11T14:15:19.687466] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.687730] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.688015] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.688341] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 5 features, 90.0% accuracy
[2025-10-11T14:15:19.688432] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.688523] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 5 features, 100.0% accuracy
[2025-10-11T14:15:19.688634] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.689002] [DEBUG] [LOCAL     ] Loaded configuration for MATV: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.689341] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.689678] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 0 features, 40.0% accuracy
[2025-10-11T14:15:19.689986] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.690328] [DEBUG] [LOCAL     ] Loaded configuration for TT: 5 features, 80.0% accuracy
[2025-10-11T14:15:19.690629] [DEBUG] [LOCAL     ] Loaded configuration for SMRT: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.691102] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 2 features, 70.0% accuracy
[2025-10-11T14:15:19.691214] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.691520] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.691826] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.692139] [DEBUG] [LOCAL     ] Loaded configuration for XHR: 6 features, 70.0% accuracy
[2025-10-11T14:15:19.692444] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.692556] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.692684] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.692977] [DEBUG] [LOCAL     ] Loaded configuration for W: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.693260] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.693555] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 4 features, 70.0% accuracy
[2025-10-11T14:15:19.693919] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-10-11T14:15:19.694251] [DEBUG] [LOCAL     ] Loaded configuration for KBDC: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.694341] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.694595] [DEBUG] [LOCAL     ] Loaded configuration for VIRT: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.694931] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.695258] [DEBUG] [LOCAL     ] Loaded configuration for WMT: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.695349] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.695693] [DEBUG] [LOCAL     ] Loaded configuration for UHT: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.696035] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-10-11T14:15:19.696173] [DEBUG] [LOCAL     ] Loaded configuration for APTV: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.696282] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.696614] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-10-11T14:15:19.697077] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.697411] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.697734] [DEBUG] [LOCAL     ] Loaded configuration for TU: 2 features, 50.0% accuracy
[2025-10-11T14:15:19.698044] [DEBUG] [LOCAL     ] Loaded configuration for WIW: 0 features, 70.0% accuracy
[2025-10-11T14:15:19.698381] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 4 features, 60.0% accuracy
[2025-10-11T14:15:19.698701] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.699017] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 90.0% accuracy
[2025-10-11T14:15:19.699315] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 1 features, 70.0% accuracy
[2025-10-11T14:15:19.699626] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-10-11T14:15:19.699798] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 3 features, 80.0% accuracy
[2025-10-11T14:15:19.700114] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 3 features, 60.0% accuracy
[2025-10-11T14:15:19.700235] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 4 features, 80.0% accuracy
[2025-10-11T14:15:19.700522] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 3 features, 70.0% accuracy
[2025-10-11T14:15:19.700871] [DEBUG] [LOCAL     ] Loaded configuration for AMT: 2 features, 80.0% accuracy
[2025-10-11T14:15:19.700991] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 2 features, 90.0% accuracy
[2025-10-11T14:15:19.702878] [INFO ] [LOCAL     ] Saved consolidated report: 1823 forecasts -> ./output/forecasts/full/2025-10-13.txt
[2025-10-11T14:15:19.702951] [INFO ] [sig       ] [2/2] Successfully generated report for 2025-10-13: 1823 entries
[2025-10-11T14:15:19.702995] [INFO ] [sig       ] ==================================================
[2025-10-11T14:15:19.703033] [INFO ] [sig       ] Report generation complete: 2/2 reports succeeded
[2025-10-11T14:15:20.323623] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-10-11T14:15:20.323886] [INFO ] [sig       ] Email notification sent
[2025-10-11T14:15:20.324205] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-10-11T14:15:20.324532] [INFO ] [STATE     ] Last completion updated: 2025-10-11T14:15:20.324291